Compositions and methods of diagnosis and treatment for neurological diseases

ABSTRACT

In some embodiments herein, methods, compositions, and uses for countering the effects of aberrant meningeal lymphatic drainage and/or modulating lymphatic vessels of the central nervous system are described. In some embodiments, methods, compositions, or uses for treating, preventing, or ameliorating symptoms of a neurodegenerative disease associated with aberrant meningeal lymphatic drainage are described. Modulating lymphatic vessels, or countering the effects of aberrant meningeal lymphatic drainage, in accordance with some embodiments, are used to diagnose, treat, prevent, or ameliorate symptoms of neurodegenerative diseases such as Alzheimer&#39;s disease (AD) and dementia. Methods of diagnosing and monitoring the progression of neurological diseases are also provided.

INCORPORATION BY REFERENCE TO ANY PRIORITY APPLICATIONS

The present application claims the benefit of U.S. Provisional App. No. 62/698,859 filed Jul. 16, 2018, U.S. Provisional App. No. 62/778,801 filed Dec. 12, 2018, and U.S. Provisional App. No. 62/865,035 filed Jun. 21, 2019, each of which is hereby incorporated by reference in its entirety.

STATEMENT REGARDING FEDERALLY SPONSORED R&D

This invention was made with government support under grant Nos. AG034113 and AG057496, each awarded by the National Institute of Health. The government has certain rights in the invention.

BACKGROUND

Neurological diseases impact millions of people worldwide, and include degenerative and inflammatory neurological diseases. Among degenerative neurological diseases, Alzheimer's Disease (AD) is the most prevalent form of dementia worldwide (Andrieu et al., 2015) and is distinctively characterized by early and marked cognitive impairment (Andrieu et al., 2015; Ballard et al., 2011). The vast majority (>98%) of AD cases are sporadic (Blennow et al., 2006), and in such cases the etiology of the amyloid pathology is poorly understood (Benilova et al., 2012; Blennow et al., 2006). This is in contrast to familial AD, where rare hereditary dominant mutations in amyloid precursor protein (APP) or in presenilins 1 and 2 drive the uncontrolled formation of amyloid-beta (Hardy and Selkoe, 2002). The brain's pathological hallmarks of AD are intracellular neurofibrillary tangles and extracellular amyloid plaques, the latter being a product of the amyloidogenic processing of APP and the resulting deposition of amyloid-beta in the brain parenchyma (Benilova et al., 2012; Hardy and Selkoe, 2002; Ittner and Götz, 2011). Increasing aggregation of diffusible amyloid-beta peptides from the ISF and the CSF into toxic oligomeric intermediates and their accumulation in the brain parenchyma (Hong et al., 2011; Iliff et al., 2012) are believed to be precipitating factors for different neuroinflammatory abnormalities (Guillot-Sestier et al., 2015; Hong et al., 2016; Matarin et al., 2015), such as the formation of neurofibrillary tangles (Ittner and Götz, 2011) and the pronounced neuronal dysfunction (Palop et al., 2007; Sun et al., 2009; Walsh et al., 2002) in the AD brain.

Organs generally function less effectively with age. For example, skin becomes less elastic, muscle tone is lost, and heart function declines. Aging is a substantial risk factor for numerous neurological diseases, including neurodegenerative diseases.

FIELD

Several embodiments herein relate generally to compositions, methods, and uses related to the diagnosing, treating, preventing, or ameliorating symptoms of neurodegenerative diseases such as Alzheimer's disease (AD). Several embodiments herein also relate generally to compositions, methods, and uses for diagnosing and monitoring the progression of neurological diseases are also provided.

SUMMARY

Disclosed herein include methods and compositions for determining whether a subject is afflicted with a neurological disease or at risk for developing a neurological disease. In some embodiments, the method comprises a) obtaining a biological sample from the subject; b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and c) comparing the copy number, level of expression, or level of activity of the one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control. In some such embodiments, a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject is afflicted with a neurological disease or is at risk for developing a neurological disease.

Disclosed herein include methods and compositions for determining whether a subject afflicted with a neurological disease or at risk for developing a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage. In some embodiments, the method comprises a) obtaining a biological sample from the subject; b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and c) comparing the copy number, level of expression, or level of activity of the one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control. In some such embodiments, a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject afflicted with a neurological disease or at risk for developing a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage.

Disclosed herein include methods and compositions for monitoring the progression of a neurological disease in a subject. In some embodiments, the method comprises a) detecting in a subject sample at a first point in time the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7; b) repeating step a) at a subsequent point in time; and c) comparing the copy number, level of expression, or level of activity of the one or more targets detected in steps a) and b) to monitor the progression of the neurological disease.

Disclosed herein include methods and compositions for determining the efficacy of a test compound for treating a neurological disease in a subject. In some embodiments, the method comprises a) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in a first sample obtained from the subject and exposed to the test compound; b) determining the copy number, level of expression, or level of activity of the one or more targets in a second sample obtained from the subject, wherein the second sample is not exposed to the test compound, and c) comparing the copy number, level of expression, or level of activity of the one or more targets in the first and second samples. In some such embodiments, a significantly modulated copy number, level of expression, or level of activity of the target, relative to the second sample, is an indication that the test compound is efficacious for treating the neurological disease in the subject.

Disclosed herein include methods and compositions for identifying a compound which treats a neurological disease. In some embodiments, the method comprises a) contacting a cell with a test compound; and b) determining the effect of the test compound on the copy number, level of expression, or level of activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 in the cell to thereby identify a compound which treats a neurological disease.

Disclosed herein include methods and compositions for treating a subject afflicted with a neurological disease. In some embodiments, the method comprises administering an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

Disclosed herein include methods and compositions for increasing flow of fluid in the central nervous system of a subject. In some embodiments, the method comprises determining the subject to be in need of increased fluid flow in the central nervous system; and administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing fluid flow in the central nervous system of the subject.

Disclosed herein include methods and compositions for reducing the accumulation of, or reducing a quantity of, accumulated amyloid-beta plaques in a subject having a neurodegenerative disease or a risk factor therefor. In some embodiments, the method comprises determining the subject to have the neurodegenerative disease or the risk factor; and administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby reducing the quantity of accumulated amyloid-beta plaques in the subject.

Disclosed herein include methods and compositions for increasing clearance of molecules from a central nervous system (CNS) of a subject. In some embodiments, the method comprises administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing clearance of molecules from the CNS of the subject.

Disclosed herein include methods and compositions for treating a subject afflicted with a neurological disease. In some embodiments, the method comprises administering to the hippocampus of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated. In some embodiments, the method comprises administering to the hippocampus of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 such that the neurological disease is treated. In some embodiments, the method comprises administering to the hippocampus of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 6 and/or Table 7, such that the neurological disease is treated.

In some embodiments, the copy number, level of expression, or level of activity of the one or more targets comprises the copy number, level of expression, or level of activity of the one or more targets in the hippocampus. In some embodiments, the copy number, level of expression, or level of activity of the one or more targets comprises the copy number, level of expression, or level of activity of the one or more targets in lymphatic endothelial cells (LECs) and/or microglia. By way of example, microglia can be identified as Ly6G^(neg)CD45⁺CD11b⁺ brain myeloid cells. Impaired meningeal lymphatic function has been observed herein to affect microglial gene expression in AD background, as shown in Example 9 (See, e.g., differentially expressed genes listed Tables 6-7 and FIGS. 5G and 51). Without being limited by theory, it is contemplated that changes in gene expression of microglia in 5×FAD mice with meningeal lymphatic ablation may represent changes in gene expression associated with a risk of AD, when there is a presence of AD, and/or when an AD phenotype or prognosis becomes more severe. In accordance with some embodiments, the changes in gene expression depicted in Tables 6 and/or 7 may be indicative of a risk for a neurological disease (e.g., a proteinopathy such as AD), a presence of a neurological disease (e.g., a proteinopathy such as AD), or a severity of a neurological disease (e.g., a proteinopathy such as AD). Without being limited by theory, it is contemplated that targets with altered microglial expression in 5×FAB mice with meningeal lymphatic ablation may represent therapeutic targets. For example, a therapeutic agent may reverse one or more of the indicated changes in gene expression (for example, by upregulating a target that is downregulated, or downregulating a target that is upregulated as depicted in Table 6 and/or 7) in microglia of 5×FAD mice suffering from meningeal lymphatic dysfunction.

In some embodiments, the one or more targets are downregulated in Table 2. In some embodiments, the one or more targets are downregulated in Table 4. In some embodiments, the one or more targets are downregulated in Table 6 and/or Table 7. It is noted that for the targets disclosed in Tables 2 and 4, Ensembl and Entrez ID numbers are provided, and for Tables 6 and 7, Entrez numbers are provided. The corresponding nucleic acid sequence can be retrieved, for example, from the world wide web at www dot ncbi dot nlm dot nih dot gov (for Entrez ID's) and from www dot ensembl dot org (for Ensembl ID's). Due to the size, Tables 2 and 4 are provided in the appendix below. In some embodiments, the one or more targets are upregulated in Table 2. In some embodiments, the one or more targets are upregulated in Table 4. In some embodiments, the one or more targets are upregulated in Table 6 and/or Table 7. In some embodiments, the one or more targets are downregulated at least 1.5-fold. In some embodiments, the one or more targets are downregulated at least 2-fold. In some embodiments, the one or more targets are downregulated at least 4-fold. In some embodiments, the one or more targets are upregulated at least 1.5-fold. In some embodiments, the one or more targets are upregulated at least 2-fold. In some embodiments, the one or more targets are upregulated at least 4-fold. In some embodiments, the one or more targets comprises one or more of the following: Met, Sorbs2, Nlgn1, ND2, Adam10, Bmpr2, Fmr1, Ptk2b, Nrgn, Adora1, Cnih2, Camk2b, Homer3, Erc2, Arrb2, Rab8a, Bcr, Dvl, Rgs14, Palm, Neurl1a, Atp1a1, Grin1, Cdk5, Dmtn, Actb, Prkcg, Arhgef2, Arfgap1, Shank3, Cryab, Dgki, Syndig1, Slc17a7, Dlg4, Nsmf, Clstn3, Src, Kcnab2, and Itpr1. In some embodiments, the one or more targets comprises one or more of the following: ND1, ND4L, Ndufb4, Ndufab1, Ndufc1, Ndufc2, Ndufb6, Ndufa13, Ndufa8, Ndufs5, Ndufs8, Ndufv1, Ndufa3, Ndufa11, Ndufs6, Ndufv3, Park7, Ndufa2, Ndufb8, Ndufb10, Ndufb11, Ndufa9, Ndufs2, Ndufb9, Ndufs3, and Ndufb3. In some embodiments, the one or more targets comprises one or more of the following: ND1, CYTB, ND2, ND4, ND5, Oprk1, Pmpcb, Nfatc3, Akt2, Uqcr10, Uqcrh, Bloc1s1, Cox8a, Pygb, Sirt3, Ogdhl, Prelid1, Slc25a25, Hk1, Prkaca, Park7, Pfkm, Aco2, Eif6, Ndutfb8, Mdh2, Gsk3a, Uqcrc1, Akt1, Mt3, Aldoa, Pkm, Tpi1, Idh3g, Gpi1, Ndufv1, Gpd1, Gapdh, Cox4i1, and Pfkl. In some embodiments, the one or more targets comprises one or more of the following: Nr4a3, Cpeb2, Oxr1, Sirt1, Ncoa7, Bcl2, Stk26, Hif1a, Cd36, Met, Prkcd, Etv5, Kdm6b, Prdx2, Nup93, Sod1, Apex1, Prdx5, Sirt2, Trp53, Ppif, Scly, Gpx1, G6pdx, Stat6, Parp1, Trap1, Sesn2, Mapt, Hsf1, Tldc1, Kcnc2, Src, Rps3, Mt3, Txn2, Stk25, Lonp1, Park7, and Psap. In some embodiments, the one or more targets comprises one or more of the following: App, Reln, Calb1, Nog, Pafahib1, Ap1s2, Oprk1, Cnr1, Neto1, Grin2b, Egfr, Ptprz1, Kras, Petn, Slc17a7, Apbb1, Atp1a3, Slc8a2, Ppp1r1b, Dcdc2a, Dgki, Asic1, Comt, Rin1, Serpinf1, Pde1b, Cdk5, Btbd9, Jph3, Grin1, Cntn2, Ephb2, Ncam1, Crtc1, Thra, Rgs14, Ehmt2, B4galt2, Shank3, and Shc3. In some embodiments, the one or more targets comprises one or more of the following: Ngf, Ror1, Myoc, Errfi1, Ctnnb1, Arid5b, Fgf1, Dll1, Pik3r2, Fst14, Ndrg4, Adra2c, Adamts12, Ntrk2, Lrig2, Epha7, Tsc1, Col1a1, Rbm4, Pag1, Prkcd, Btk, Cdk5r1, Csf1 r, Syk, Adamts3, Fam20c, Ofd1, and Fgfr3. In some embodiments, the one or more targets comprises one or more of the following: IFNB1, CD40, IFNG, LYN, IMPDH2, NUP88, ADA, IRF2, ZNF114, TCF7L2, DYRK2, TACC3, GPR87, ALDH3B1, ARCPC1B, RELB, TMEM154, SPDEF, SMAD7, and MTFR1. In some embodiments, the one or more targets comprises one or more of the following: Serinc3, Hexb, Lgmn, Rtp4, Lpl, HS-Q7, Axl, Ctdnep1, Fabp5, Nampt, Tfdp1, Hspb11, Tyrobp, Tpt1, Fth1, Eef1a1, Lgals3 bp, Ifitm3, Atp5h, Fau, Ft1, H2-K1, Tmsb4x, and Uba52. In some embodiments, the one or more targets comprises one or more of the following: Serinc 3, Hexb, and Lgmn. In some embodiments, the one or more targets comprises one or more of the following: Rtp4, Lpl, HS-Q7, Axl, Ctdnep1, Fabp5, Nampt, Tfdp1, Hspb11, Tyrobp, Tpt1, Fth1, Eef1a1, Lgals3 bp, Ifitm3, Atp5h, Fau, Ft1, H2-K1, Tmsb4x, and Uba52. In some embodiments, the one or more targets comprises one or more of the following: Lgmn, Hexb, Hexa, Rnaset2b, Cd63, Grn, Lamp1, Fuca1, Hck, Gusb, Ctsl, Cd68, Ctsb, Ctsd, Ctsz, Milr1, Aga, Rnf19b, Cat, Plbd2, Laptm4a, Tmbim1, Atraid, Shkbp1, Atp13a2, Ggh, Rptor, Ctsf, LMbrd1, Pla2g15, Scarb2, Ctsa, Hsp90ab1, Lamp2, Unc93b1, Hspa8, Asah1, Ctsc, Itm2c, and Fuca2.

In some embodiments, the one or more targets are listed in Table 2 and the one or more targets are associated with one or more of the categories listed in Table 3. In some embodiments, the one or more targets are listed in Table 4 and the one or more targets are associated with one or more of the categories listed in Table 5. In some embodiments, the one or more targets are listed in Table 6. In some embodiments, the one or more targets are listed in Table 7. In some embodiments, the one or more targets are listed in Table 6 and/or Table 7 and the one or more targets are associated with one or more of the categories listed in FIG. 5H. In some embodiments, the one or more targets comprises two or more targets. In some embodiments, the one or more targets comprises four or more targets. In some embodiments, the one or more targets comprises six or more targets. In some embodiments, the control is an unaffected subject or member of the same species to which the subject belongs. In some embodiments, the sample consists of or comprises fluid cerebral spinal fluid (CSF), interstitial fluid (ISF), or both, obtained from the subject. In some embodiments, the copy number is assessed by microarray, quantitative PCR (qPCR), high-throughput sequencing, comparative genomic hybridization (CGH), or fluorescent in situ hybridization (FISH). In some embodiments, the expression level of the one or more targets is assessed by detecting the presence in the samples of a polynucleotide molecule encoding the target or a portion of the polynucleotide molecule. In some embodiments, the polynucleotide molecule is a mRNA, cDNA, or functional variants or fragments thereof and, optionally, wherein the step of detecting further comprises amplifying the polynucleotide molecule. In some embodiments, the expression level of the one or more targets is assessed by annealing a nucleic acid probe with the sample of the polynucleotide encoding the one or more targets or a portion of the polynucleotide molecule under stringent hybridization conditions. In some embodiments, the expression level of the target is assessed by detecting the presence in the samples of a protein of the target, a polypeptide, or protein fragment thereof comprising the protein In some embodiments, the presence of the protein, polypeptide or protein fragment thereof is detected using a reagent which specifically binds with the protein, polypeptide or protein fragment thereof. In some embodiments, the reagent is selected from the group consisting of an antibody, an antibody derivative, and an antibody fragment. In some embodiments, the activity level of the target is assessed by determining the magnitude of modulation of the activity or expression level of downstream targets of the one or more targets. In some embodiments, an at least twenty percent increase or an at least twenty percent decrease between the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a first point in time relative to the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a subsequent point in time indicates progression of the neurological disease; or wherein less than a twenty percent increase or less than a twenty percent decrease between the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a first point in time relative to the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a subsequent point in time indicates a lack of significant progression of the neurological disease. In some embodiments, between the first point in time and the subsequent point in time, the subject has undergone treatment to modulate one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, between the first point in time and the subsequent point in time, the subject has undergone treatment to modulate one or more targets listed in Table 2 and/or Table 4. In some embodiments, between the first point in time and the subsequent point in time, the subject has undergone treatment to modulate one or more targets listed in Table 6 and/or Table 7.

In some embodiments, the methods provided herein further comprise treating the subject with one or more modulators of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, the methods provided herein further comprise treating the subject with one or more modulators of one or more targets listed in Table 2 and/or Table 4. In some embodiments, the methods provided herein further comprise treating the subject with one or more modulators of one or more targets listed in Table 6 and/or Table 7. In some embodiments, the agent is a nucleic acid encoding one or more targets downregulated in Table 2 and/or Table 4 Table 6 and/or Table 7. In some embodiments, the agent is an antibody against one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, the agent is a small molecule inhibitor of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, the agent is a small molecule activator of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, the agent is an inhibitor of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 selected from the group consisting of a small molecule, antisense nucleic acid, interfering RNA, shRNA, siRNA, aptamer, ribozyme, and dominant-negative protein binding partner. In some embodiments, the diameter of the meningeal lymphatic vessel is increased by at least 20%. In some embodiments, the central nervous system of the subject comprises amyloid-beta plaques, and wherein increasing the fluid flow reduces the quantity of amyloid-beta plaques. In some embodiments, increasing the meningeal lymphatic drainage reduces the quantity of accumulated amyloid-beta plaques by at least 5%. In some embodiments, at least some of the accumulated amyloid-beta plaques are in the meninges of the subject's brain.

In some embodiments, the subject has the risk factor for the neurodegenerative disease. In some embodiments, the method further comprises determining the subject to have the risk factor for the neurodegenerative disease. In some embodiments, the risk factor comprises a risk factor for Alzheimer's disease selected from the group consisting of: diploidy for apolipoprotein-E-epsilon-4 (apo-E-epsilon-4), a variant in apo-J, a variant in phosphatidylinositol-binding clathrin assembly protein (PICALM), a variant in complement receptor 1 (CR3), a variant in CD33 (Siglee-3), or a variant in triggering receptor expressed on myeloid cells 2 (TREM2), age, familial AD, a symptom of dementia, or a combination of any of the listed risk factors.

In some embodiments, for any method or composition for use described herein, the agent is administered selectively to the meningeal space of the subject. In some embodiments, the agent is administered to the subject by a route selected from the group consisting of: intrathecal administration, nasal administration, transcranial administration, contact cerebral spinal fluid (CSF) of the subject, pumping into CSF of the subject, implantation into the skull or brain, contacting a thinned skull or skull portion of the subject with the agent, expression in the subject of a nucleic acid encoding one or more of the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, or a combination of any of the listed routes. In some embodiments, for any method or composition for use described herein, the effective amount of the agent is administered to the subject after determining the subject to have the risk factor for the neurodegenerative disease. In some embodiments, for any method or composition for use described herein, the effective amount of the agent is administered to the subject after determining whether a subject is afflicted with a neurological disease or at risk for developing a neurological disease according to the diagnostic methods disclosed herein. In some embodiments, for any method or composition for use described herein, the effective amount of the agent is administered to the subject after determining the subject to have the neurodegenerative disease. In some embodiments, for any method or composition for use described herein, the neurological disease is a neurodegenerative disease. In some embodiments, the neurodegenerative disease is selected from the group consisting of: Alzheimer's disease (AD), dementia, age-related dementia, Parkinson's disease (PD), cerebral edema, amyotrophic lateral sclerosis (ALS), Pediatric Autoimmune Neuropsychiatric Disorders Associated with Streptococcal Infections (PANDAS), meningitis, hemorrhagic stroke, autism spectrum disorder (ASD), brain tumor, and epilepsy. In some embodiments, for any method or composition for use described herein, the neurodegenerative disease is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, hereditary cerebral hemorrhage with amyloidosis-Dutch type (HCHWA-D), Familial Danish/British dementia, dementia with Lewy bodies (DLB), Lewy body (LB) variant of AD, multiple system atrophy (MSA), familial encephalopathy with neuroserpin inclusion bodies (FENIB), frontotemporal dementia (FTD), Huntington's disease (HD), Kennedy disease/spinobulbar muscular atrophy (SBMA), dentatorubropallidoluysian atrophy (DRPLA); spinocerebellar ataxia (SCA) type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, Creutzfeldt-Jakob disease (CJD) (such as familial CJD), Kuru, Gerstmann-Straussler-Scheinker syndrome (GSS), fatal familial insomnia (FFI), corticobasal degeneration (CBD), progressive supranuclear palsy (PSP), cerebral amyloid angiopathy (CAA), multiple sclerosis (MS), AIDS-related dementia complex, or a combination of two or more of any of the listed items. In some embodiments, for any method or composition for use described herein the neurodegenerative disease is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, hereditary cerebral hemorrhage with amyloidosis-Dutch type (HCHWA-D), Familial Danish/British dementia, dementia with Lewy bodies (DLB), Lewy body (LB) variant of AD, multiple system atrophy (MSA), familial encephalopathy with neuroserpin inclusion bodies (FENIB), frontotemporal dementia (FTD), Huntington's disease (HD), Kennedy disease/spinobulbar muscular atrophy (SBMA), dentatorubropallidoluysian atrophy (DRPLA); spinocerebellar ataxia (SCA) type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, Creutzfeldt-Jakob disease (CJD) (such as familial CJD), Kuru, Gerstmann-Straussler-Scheinker syndrome (GSS), fatal familial insomnia (FFI), corticobasal degeneration (CBD), progressive supranuclear palsy (PSP), cerebral amyloid angiopathy (CAA), AIDS-related dementia complex, or a combination of two or more of any of the listed items. In some embodiments, for any method or composition for use described herein the neurodegenerative disease is selected from the group consisting of AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, for any method or composition for use described herein, the neurodegenerative disease comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, for any method or composition for use described herein, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, for any method or composition for use described herein, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or Bovine Spongiform Encephalopathy (BSE).

In some embodiments, the administration of the agent counteracts an effect of a decrease in fluid flow in the central nervous system. In some embodiments, the administration of the agent increases fluid flow in the central nervous system. In some embodiments, the amount of agent increases the diameter of a meningeal lymphatic vessel of the subject. In some embodiments, the fluid comprises lymphatic fluid, cerebral spinal fluid (CSF), and/or interstitial fluid (ISF).

In some embodiments, compositions are provided. In some embodiments, the composition comprises a compound identified by a method disclosed herein which treats a neurological disease. In some embodiments, the composition comprises an agent that decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, the composition comprises an agent that increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments pharmaceutical compositions are provided, comprising one or more compounds or agents disclosed herein.

The compositions and related methods summarized above and set forth in further detail below describe certain actions taken by a practitioner; however, it should be understood that they can also include the instruction of those actions by another party. Thus, actions such as “administering a viral vector” include “instructing the administration of a viral vector.”

BRIEF DESCRIPTION OF THE FIGURES

FIGS. 1A-O show that impairing meningeal lymphatics affects brain CSF influx and ISF diffusion, worsens cognitive function and changes hippocampal gene expression profile. Seven days after lymphatic ablation mice were injected with 5 μL of ovalbumin-Alexa647 (OVA-A647) into the cisterna magna (i.c.m.)(FIG. 1A). Representative images of meningeal whole-mounts stained for LYVE-1/CD31 (scale bar, 1 mm) showing loss of meningeal vessel staining (FIG. 1B). Quantification of area fraction (%) occupied by LYVE-1⁺ lymphatic vessels (FIG. 1C) and LYVE-1⁻CD31⁺ blood vessels (FIG. 1D). Representative brain sections showing 4′,6-diamidino-2-phenylindole (DAPI) and OVA-A647 (scale bar, 5 mm; inset scale bar, 1 mm) (FIG. 1E). Quantification of OVA-A647 area fraction (FIG. 1F). Data in FIGS. 1C, 1D, and 1F are is presented as mean±s.e.m., n=6 per group; one-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 1C-D and 1F; FIGS. 1A-F are representative of 2 independent experiments; significant differences between vehicle/photoconversion and Visudyne/photoconversion were replicated in 5 independent experiments. Gadolinium (Gd) was injected (i.c.m.) and T1-weighted magnetic resonance imaging (MRI) acquisition was performed 7 days after meningeal lymphatic ablation (FIG. 1G). Representative images of sequence 1 and of Gd intensity gain in subsequent sequences (hippocampus delineated in red; scale bar, 3 mm) (FIG. 1H). Quantification of the Gd signal intensity gain over 16 sequences (relative to sequence 1) in hippocampus (FIG. 1I). Data in FIG. 1I are presented as mean±s.e.m., n=4 per group; repeated measures two-way ANOVA with Bonferroni's post-hoc test; Figures G-I are representative of 2 independent experiments. Meningeal lymphatic ablation was performed twice and two weeks after the last intervention, open field (OF), novel location recognition (NLR), contextual fear conditioning (CFC) and Morris water maze (MWM) behavioral tests were performed (FIG. 1J)(See also FIGS. 9A-V for OF, NLR and CFC). Latency to platform (acquisition) (FIG. 1K). Time spent (%) in the target quadrant (probe) (FIG. 1L). Latency to platform (reversal) (FIG. 1M). Allocentric navigation strategies (%) used in the MWM acquisition (FIG. 1N) and reversal (FIG. 1O). Data in FIGS. 1K-M and FIGS. 1N-O are presented as mean±s.e.m., n=9 per group; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 1K, 1M, 1N, and 1O; one-way ANOVA with Bonferroni's post-hoc test was used in FIG. 1L; significant differences between vehicle/photoconversion and Visudyne/photoconversion were replicated in 3 independent experiments.

FIGS. 2A-T show improving meningeal lymphatic function in aged mice increases brain perfusion and alleviates cognitive deficits. Principal component (PC) analysis plot for RNA-seq of lymphatic endothelial cells (LECs) from meninges of young-adult and aged mice. 230 genes up- and 377 genes down-regulated in meningeal LECs at 20-24 months (FIG. 2A). Expression of Pecam1, Lyve1, Prox1, Flt4, Pdpn and Ccl21a (FIG. 2B). Gene sets obtained by functional enrichment of differentially expressed genes in meningeal LECs at 20-24 months (FIG. 2C). Heatmap showing relative expression level of genes involved in Transmembrane receptor protein tyrosine kinase signaling pathway (color scale bar values represent standardized r log-transformed values across samples) (FIG. 2D). Data in FIGS. 2A-D consists of n=3 per group (individual RNA samples result from LECs pooled from 10 meninges over 2 independent experiments); data in FIG. 2B are presented as mean±s.e.m. with two-way ANOVA with Bonferroni's post-hoc test; in FIGS. 2A-C, P-values were corrected for multiple hypothesis testing with the Benjamini-Hochberg false discovery rate procedure; in FIGS. 2C-D functional enrichment of differential expressed genes performed using gene sets from GO and KEGG and determined with Fisher's exact test. Old mice were injected (i.c.m.) with 2 μL of AAV1-CMV-EGFP (EGFP) or AAV1-CMV-mVEGF-C (mVEGF-C), at 10¹³ genome copies (GC)/mL. One month later, OVA-A647 was injected i.c.m (FIG. 2A). Insets of the superior sagittal sinus showing DAPI/LYVE-1/CD31 (scale bar, 200 μm)(FIG. 2F). Quantification of diameter (FIG. 2G) of LYVE-1⁺ lymphatic vessels and of area fraction (%)(FIG. 2H) of LYVE-1⁻CD31⁺ blood vessels. Representative sections of deep cervical lymph nodes (dCLNs) showing DAPI/LYVE-1/OVA-A647 (scale bar, 200 μm) (FIG. 2I). Quantification of LYVE-1 and OVA-A647 area fraction in dCLNs (FIG. 2J). Representative brain coronal sections showing DAPI/OVA-A647 (scale bar, 5 mm) (FIG. 2K). Quantification of OVA-A647 area fraction in brain sections (FIG. 2L). Data in FIGS. 2G, 2H, 2J, and 2L are presented as mean±s.e.m., n=5 in EGFP, n=6 in mVEGF-C; two-tailed Mann-Whitney test was used in FIGS. 2G, 2H, 2J, and 2L; FIGS. 2E=L are representative of 2 independent experiments. Old mice were injected with EGFP or mVEGF-C viruses (i.c.m.) after ligation of the lymphatics afferent to the dCLNs or sham surger. One month later, learning and memory was assessed in the NLR and MWM tests and mice were injected (i.c.m.) with OVA-A647 (FIG. 2M). Time with the object (%) was assessed in the NLR (FIG. 2N) training and (FIG. 2O) novel location tasks. Latency to platform (acquisition) (FIG. 2P). Time spent (%) in the target quadrant (probe) (FIG. 2Q). Latency to platform (reversal) (FIG. 2R). Representative sections of dCLNs showing DAPI/LYVE-1/OVA-A647 (scale bar, 200 μm) (FIG. 2S). Quantification of OVA-A647 area fraction in dCLNs (FIG. 2T). Data in FIGS. 2N-R and 2T are is presented as mean±s.e.m., n=9 in sham+EGFP and ligation+EGFP, n=10 in sham+mVEGF-C and ligation+mVEGF-C; two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 2N, 2O, 2Q, and 2T; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 2P and 2R; FIGS. 2M-T refer to results from 2 independent experiments.

FIGS. 3A-L show the ablation of meningeal lymphatics aggravating amyloid pathology in AD transgenic mice. Young-adult 5×FAD mice were submitted to meningeal lymphatic ablation or control procedures. Procedures were repeated 3 weeks later and amyloid pathology was assessed 6 weeks after initial treatment (FIG. 3A). Staining for CD31/LYVE-1/Aβ in meninges (scale bar, 2 mm; inset scale bar, 500 μm) (FIG. 3B). Orthogonal view of IBA⁺ macrophages clustering around an amyloid plaque in meninges of a 5×FAD with ablated lymphatics (scale bar, 200 μm) (FIG. 3C). Representative images of DAPI/Aβ in the hippocampus of 5×FAD mice from each group (scale bar, 500 μm) (FIG. 3D). Quantification of amyloid plaque size (FIG. 3E), number (FIG. 3F) and coverage (FIG. 3G) in the hippocampus of 5×FAD mice. Data in FIGS. 3E-G are presented as mean±s.e.m., n=10 per group; one-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 3E-G; FIGS. 3A-G are representative of 2 independent experiments. Staining for amyloid pathology (FIG. 3H) was performed in human non-AD and AD brains and different meningeal layers (See also FIGS. 9A-M). Meningeal superior sagittal sinus tissue of non-AD (FIG. 3I) or AD (FIG. 3J) patients stained with DAPI/Aβ (scale bar, 2 mm). Meningeal dura mater tissue of non-AD (FIG. 3K) or AD (FIG. 3L) patients, stained for IBA1/Aβ (scale bars, 1 mm; orthogonal view inset scale bars, 50 μm). Data in FIGS. 3H-L refer to results of n=8 non-AD samples and n=9 AD samples and is representative of 2 independent experiments.

FIGS. 4A-D depicts data related to CMap analysis of the meningeal LEC transcriptome of old mice. PCA plot of transcripts from RNA-seq of lymphatic endothelial cells (LECs) sorted from the meninges of young-adult (2-3 months-old) and old (20-24 months-old) mice (FIG. 4A). Functional enrichment of differentially expressed genes revealed changes in gene sets important for the properties of LECs and the function of the lymphatic vessels (FIG. 4B). Running a list of significantly altered genes, 134 upregulated and 150 downregulated, on the Connectivity Map software (CMap, LINCS L1000 small molecule assay, Broad Institute Cambridge Mass.) revealed target genes that may predict some of the altered functional pathways in meningeal LECs from old mice (FIG. 4C). Running the same genes in the L1000CDS² tool, which also uses the LINCS L1000 small molecule expression profile dataset (developed by the Ma'ayan Lab, Icahn School of Medicine at Mount Sinai) disclosed candidate compounds/drugs, many of them FDA-approved and commercially available, that are predicted to revert, at least in part, the observed gene expression differences observed in old meningeal LECs (FIG. 4D).

FIGS. 5A-M shows ablation of meningeal lymphatics leading to decreased CSF macromolecule drainage without affecting meningeal/brain blood vasculature or brain ventricular volume. FIG. 5A shows seven days after meningeal lymphatic ablation, a volume of 5 μL of fluorescent ovalbumin-Alexa647 (OVA-A647) was injected intra-cisterna magna (i.c.m.), into the CSF, and drainage of tracer into the deep cervical lymph nodes (dCLNs) was assessed 2 h later. Representative images of OVA-A647 (red) drained into the dCLNs stained for LYVE-1 (green) and with DAPI (blue; scale bar, 200 μm). FIG. 5B shows quantification of OVA-A647 area fraction (%) in the dCLNs showed significantly less amount of tracer in the Visudyne/photoconversion group than in control groups (mean±s.e.m., n=6 per group; one-way ANOVA with Bonferroni's post-hoc test; FIGS. 5A and 5B are representative of 2 independent experiments; significant differences between vehicle/photoconversion and Visudyne/photoconversion groups were observed in a total of 5 independent experiments). FIG. 5C shows seven days after meningeal lymphatic ablation, mice from the 3 groups were submitted to magnetic resonance venography (MRV) or angiography (MRA) and 24 h later to T2-weighted MRI to assess blood-brain barrier integrity after i.v. injection of the contrast agent gadolinium (Gd) at a dose of 0.3 mmol/Kg. FIG. 5D shows representative 3D reconstructions of intracranial veins and arteries of mice from each group (scale bar, 5 mm). FIGS. 5E-H show no significant changes between groups were observed for venous vessel volume (FIG. 5E), superior sagittal sinus (SSS) diameter (FIG. 5F), arterial vessel volume (FIG. 5G) and basilar artery diameter (FIG. 5H)(mean±s.e.m., n=5 in vehicle/photoconversion and in Visudyne/photoconversion, n=4 in Visudyne; one-way ANOVA with Bonferroni's post-hoc test). Using the Lymph4D software, it was possible to measure changes in signal intensity gain in MRI sequences 1-5 (relative to baseline) in the hippocampus of mice from each group (scale bar, 3 mm) (FIG. 5I). Quantification of the signal intensity gain (relative to baseline) in the hippocampus over 5 MRI acquisition sequences showed no differences between groups (mean±s.e.m., n=5 in vehicle/photoconversion and in Visudyne/photoconversion, n=4 in Visudyne; repeated measures two-way ANOVA with Bonferroni's post-hoc test) (FIG. 5J). Mice were subjected to T2-weighted MRI to assess volume changes in brain ventricles 7 days after injection of vehicle or Visudyne and photoconversion (FIG. 5K). Representative images of 3D reconstruction of brain ventricles of mice from the two groups (scale bar, 1 mm) (FIG. 5L). No differences were detected in the volume of the brain ventricles after meningeal lymphatic ablation (mean±s.e.m., n=5 per group; two-tailed Mann-Whitney test) (FIG. 5M).

FIGS. 6A-B depict data related to assessment of CSF drainage and brain influx. Representative brain sections stained with DAPI (blue) showing OVA-A647 (red) influx into the brain parenchyma of mice from Visudyne/photoconversion and control groups (scale bar, 5 mm; inset scale bar, 1 mm) (FIG. 6A). Quantification of OVA-A647 area fraction (%) in brain sections showing a significant decrease in the Visudyne/photoconversion group when compared to control groups (FIG. 6B). Data in is presented as mean±s.e.m., n=6 per group; one-way ANOVA with Bonferroni's post-hoc test was used in FIG. 6B; FIGS. 6A-B are representative of 2 independent experiments.

FIGS. 7A-V show impaired brain perfusion by CSF macromolecules is observed in lymphatic ligated and in Prox1^(+/−) mice and does not correlate with AQP4 levels. Adult mice were submitted to surgical ligation of the lymphatic vessels afferent to the dCLNs. One week after the procedure, 5 μL of OVA-A647 was injected into the CSF (i.c.m.) and mice were transcardially perfused 2 h later. Representative brain sections stained with DAPI (blue) showing OVA-A647 (red) influx into the brain parenchyma of ligated and sham-operated mice (scale bar, 5 mm; inset scale bar, 2 mm) (FIG. 7A). Quantification of OVA-A647 area fraction (%) in brain sections showed a significant decrease in the ligation group (FIG. 7B). Representative sections of dCLNs stained with DAPI (blue) and for LYVE-1 (green), showing OVA-A647 (red) coverage in the ligation and sham-operated groups (scale bar, 200 μm) (FIG. 7C). Quantification of OVA-A647 area fraction (%) in the dCLNs showed a significant decrease in the ligation group (FIG. 7D). Data in FIGS. 7B and 7D are presented as mean±s.e.m., n=8 per group; two-tailed Mann-Whitney test was used in FIGS. 7B and 7D; data in FIGS. 7A-D was pooled from 2 independent experiments and is representative of 3 independent experiments. Wild-type (WT) and Prox1^(+/−) mice (2-3 months-old) were injected with 5 μL of OVA-A647 into the CSF (i.c.m.) and transcardially perfused 2 h later (FIG. 7E). Representative brain sections stained with DAPI (blue) showing OVA-A647 (red) influx into the brain parenchyma of Prox1^(+/−) and WT mice (scale bar, 5 mm)(FIG. 7F). Quantification of OVA-A647 area fraction (%) in brain sections showed a significant decrease in Prox1^(+/−) mice (FIG. 7G). Representative sections of dCLNs stained with DAPI (blue) and for LYVE-1 (green), showing OVA-A647 (red) coverage in the dCLNs of Prox1^(+/−) and WT mice (scale bar, 500 μm) (FIG. 7H). Quantification of OVA-A647 area fraction (%) in the dCLNs showed a significant decrease in Prox1^(+/−) mice (FIG. 7I). Data in FIGS. 7G and 7I are presented as mean±s.e.m., n=15 in WT, n=12 in Prox1^(+/−); two-tailed Mann-Whitney test was used in FIGS. 7G and 7I; data in FIGS. 7E-I were pooled from 2 independent experiments. Rate of brain paravascular influx of the contrast agent gadolinium (Gd), injected i.c.m. at 1, 10 or 25 mM (in saline), was assessed in adult mice (3 months-old) by T1-weighted magnetic resonance imaging (MRI) (FIG. 7J). Representative MRI images obtained using Lymph4D software showing brain signal intensity for different concentrations of injected Gd (scale bar, 3 mm) (FIG. 7K). Experiments in FIGS. 7J-K were performed once. Adult mice were subjected to meningeal lymphatic ablation by Visudyne photoconversion. One week later, T1-weighted MRI acquisition was performed after i.c.m. injection of 5 μL of Gd (25 mM in saline) (FIG. 7L). Using the Lymph4D software, it was possible to measure the rate of contrast agent influx into the delineated brain cortical region of mice from both groups (scale bar, 3 mm). Images in sequence 2 and subsequent were obtained by subtraction of sequence 1. Quantification of the signal intensity gain (relative to sequence 1) in the brain cortex revealed a significant decrease in the Visudyne/photoconversion group, when compared to vehicle/photoconversion (FIG. 7M). Coronal sections of the brain of vehicle- or Visudyne-treated mice (n=4 per group) were aligned and stacked into 2D colormaps (concatenated from 16 MRI sequences) showing (FIG. 7N) contrast of Gd signal intensity and (FIG. 7O) isotropic diffusion coefficient (scale bars, 3 mm). Area fraction quantification of high, medium and low values of isotropic diffusion coefficient in the four 2D stacks, in Visudyne relative to vehicle (FIG. 7P). Data in FIGS. 7M and 7P are presented as mean±s.e.m., n=4 per group; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in FIG. 7M and one-way ANOVA with Bonferroni's post-hoc test was used in FIG. 7P; FIGS. 7L-P are representative of 2 independent experiments. FIG. 7Q shows representative confocal images of DAPI (blue) and aquaporin 4 (AQP4, green) staining and OVA-A647 (red) levels in brain sections from vehicle- and Visudyne-treated mice (scale bar, 500 μm). FIG. 7R shows quantification of area fraction (%) of AQP4 in the brains of mice treated with vehicle or Visudyne showing no differences between groups. Images showing representative staining for AQP4⁺ astrocytic endfeet (red) and CD31⁺ blood vessels (green) in the brain cortex of mice from vehicle and Visudyne groups (scale bar, 50 μm) (FIG. 7S). No changes were observed in the area of AQP4⁺ astrocytic endfeet (FIG. 7T) and of CD31⁺ blood vessels (FIG. 7U) or in the ratio between area of AQP4⁺ and of CD31⁺ (FIG. 7V). Data in FIG. 7R and FIGS. 7T-V are presented as mean±s.e.m., n=7 per group; two-tailed Mann-Whitney test was used in FIG. 7R and FIGS. 7T-V; data in FIGS. 7Q-V were pooled from 2 independent experiments and is representative of 3 independent experiments.

FIGS. 8A-I show ablation of meningeal lymphatic vessels impairs efflux of macromolecules from the brain. Seven days after meningeal lymphatic ablation, 1 μL of fluorescent OVA-A647 (0.5 mg/mL in artificial CSF) was stereotaxically injected (coordinates from bregma, AP=+1.5 mm, ML=−1.5 mm, DV=+2.5 mm) into the brain parenchyma (FIG. 8A). Representative brain sections rostral and caudal to the injection site, stained for glial fibrillary acidic protein (GFAP, in green), demonstrating OVA-A647 (red) coverage of the brain parenchyma in the Visudyne/photoconversion group and the control groups (scale bar, 5 mm) (FIG. 8A). Quantification of OVA-A647 area fraction (%) in the injected brain hemisphere showing a significantly higher level in the Visudyne/photoconversion group, when compared to both control groups (mean±s.e.m., n=6 per group; one-way ANOVA with Bonferroni's post-hoc test) (FIG. 8C). Seven days after meningeal lymphatic ablation, 1 μL of fluorescent Aβ₄₂-HiLyte647 (0.05 μg/mL in artificial CSF) was stereotaxically injected (coordinates from bregma, AP=+1.5 mm, ML=−1.5 mm, DV=+2.5 mm) into the brain parenchyma (FIG. 8D). Representative brain sections rostral and caudal to the injection site, stained for GFAP (green), demonstrating Aβ₄₂-HiLyte647 (red) coverage of the brain parenchyma in the Visudyne/photoconversion group and the control groups (scale bar, 5 mm) (FIG. 8E). Quantification of Aβ₄₂-HiLyte647 area fraction (%) in the injected brain hemisphere showing a significantly higher level in the Visudyne/photoconversion group, when compared to both control groups (mean±s.e.m., n=6 per group; one-way ANOVA with Bonferroni's post-hoc test)(FIG. 8F). Seven days after meningeal lymphatic ablation, 1 μL of fluorescent low density lipoprotein (LDL)-BODIPY FL (0.1 mg/mL in artificial CSF) was stereotaxically injected (coordinates from bregma, AP=+1.5 mm, ML=−1.5 mm, DV=+2.5 mm) into the brain parenchyma (FIG. 8G). Representative brain sections rostral and caudal to the injection site, stained for GFAP (red), demonstrating LDL-BODIPY FL (green) coverage of the brain parenchyma in the Visudyne/photoconversion group and the control groups (scale bar, 5 mm) (FIG. 8H). Quantification of LDL-BODIPY FL area fraction (%) in the injected brain hemisphere showing a significantly higher level in the Visudyne/photoconversion group, when compared to both control groups (mean±s.e.m., n=6 per group; one-way ANOVA with Bonferroni's post-hoc test) (FIG. 8I).

FIGS. 9A-V depict cognitive deficits and hippocampal RNA-seq analysis after impairing meningeal lymphatic function. No differences in (FIG. 9A) total distance and in (FIG. 9B) time in center of the open field arena were observed between vehicle/photoconversion, Visudyne and Visudyne/photoconversion groups (mean±s.e.m., n=9 per group; one-way ANOVA with Bonferroni's post-hoc test). Performance of mice from the 3 groups was also identical both in the (FIG. 9C) training and in the (FIG. 9D) novel location task of the novel location recognition paradigm (mean±s.e.m., n=9 per group; two-way ANOVA with Bonferroni's post-hoc test). Mice performance in the contextual fear conditioning paradigm showed no differences between groups in the (FIG. 9E) context test, but a statistically significant difference in the (FIG. 9F) cued test (mean±s.e.m., n=9 per group; one-way ANOVA with Bonferroni's post-hoc test). The cognitive performance of adult mice was assessed in the Morris water maze (MWM) test, one week after sham surgery or surgical ligation of the lymphatics afferent to the dCLNs (FIG. 9G). Ligated mice presented a significant increase in the (FIG. 9H) latency to platform during acquisition, when compared to sham-operated mice. No significant differences between groups were observed in the (FIG. 9I) % of time spent in the target quadrant in the probe trial or in the (FIG. 9J) reversal (mean±s.e.m., n=8 in sham, n=9 in ligation; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 9H and 9J; two-tailed Mann-Whitney test was used in FIG. 9I). Vehicle or Visudyne injection with photoconversion were performed twice within two weeks interval. Total RNA was extracted from the hippocampus of mice from both groups and sequenced (RNA-seq) (FIG. 9K). RNA-seq principal component (PC) analysis did not show a differential clustering of samples from vehicle and Visudyne groups. Heatmap showing relative expression levels of genes in vehicle/photoconversion and in Visudyne/photoconversion samples (FIG. 9L). After meningeal lymphatic ablation (twice within two weeks interval) and MWM performance, total RNA was extracted from the hippocampus of mice from vehicle/photoconversion or Visudyne/photoconversion groups and sequenced. RNA-seq principal component (PC) analysis demonstrating a differential clustering of samples from vehicle and Visudyne groups. A total of 2138 genes were down-regulated and 1599 genes were up-regulated in the hippocampus after meningeal lymphatic ablation and MWM performance (Table 2) (FIG. 9M). Heatmap (FIG. 9N) showing relative expression levels of genes in vehicle/photoconversion and in Visudyne/photoconversion samples (color scale bar values represent standardized r log-transformed values across samples for FIGS. 9L and 9N). Neurological disease, neuronal activity and synaptic plasticity related GO and KEGG terms enriched upon Visudyne treatment, as measured by the −log 10(adj. P-value) (FIG. 9O). GO and KEGG terms related with metabolite generation and processing, glycolysis and mitochondrial respiration and oxidative stress that were enriched, as measured by the −log 10(adj. P-value), upon Visudyne treatment and MWM performance (FIG. 9P). Heatmap showing relative expression levels of genes involved in two of the significantly altered GO terms related to excitatory synapse (FIG. 9Q) and Learning or memory (FIG. 9R). Heatmaps showing relative expression levels of genes involved in four of the significantly altered GO terms related to NADH dehydrogenase complex (FIG. 9S), Generation of precursor metabolites and energy (FIG. 9T), Cellular response to oxidative stress (FIG. 9U) and Cellular response to nitrogen compound (FIG. 9V). Datasets in FIGS. 9K-V all consist of n=5 per group; in FIGS. 9K and 9M P-values were corrected for multiple hypothesis testing with the Benjamini-Hochberg false discovery rate procedure; in FIG. 9L and FIGS. 9N-V functional enrichment of differential expressed genes was performed using gene sets from GO and KEGG and determined with Fisher's exact test; color scale bar values in FIG. 9N and FIG. 9Q-V represent standardized r log-transformed values across samples.

FIGS. 10A-R depict a characterization of meningeal lymphatics in young and old mice and improvement of lymphatic function by viral-mediated expression of mVEGF-C. OVA-A647 was injected into the CSF (i.c.m.) of young-adult (3 months of age) and old (20-24 months of age) mice. Representative brain sections stained with DAPI (blue) showing degree of OVA-A647 (red) influx into the parenchyma (scale bar, 5 mm; inset scale bar, 2 mm) (FIG. 10A). Quantification of OVA-A647 area fraction (%) in brain sections (mean±s.e.m., n=6 in 3 months, n=8 in 20-24 months; two-tailed Mann-Whitney test; representative of 2 independent experiments) (FIG. 10B). Representative images of DAPI (blue) and LYVE-1 (green) staining in meningeal whole-mounts of young-adult (2 months-old) and old (20-24 months-old) male and female mice (scale bar, 1 mm) (FIG. 10C). Measurement of LYVE-1⁺ vessel diameter and area fraction showed a significant decrease in both parameters in old mice, when compared to young-adults, in both females and males (FIG. 10D). Representative images of DAPI (blue) and LYVE-1 (green) staining in dCLNs 2 h after injection of OVA-A594 (red) into the CSF of young-adult and old mice from both genders (scale bar, 200 μm) (FIG. 10E). Quantification of OVA-A594 area fraction (%) in the dCLNs of mice from different ages and genders showed a significant decrease in 20-24 months-old female and male mice (FIG. 10F). Data in FIGS. 10D and 10F are presented as mean±s.e.m., n=9 per group at 2 months, n=7 per group at 20-24 months for male and female; two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 10D and 10F; data were pooled from 2 independent experiments. Representative dot and contour plots showing the gating strategy used to isolate meningeal lymphatic endothelial cells (LECs) by fluorescence-activated cell sorting (FACS) from the meninges of young-adult and old mice (n=3 per group, pooled from 2 independent experiments) (FIG. 10G). Adult mice were injected i.c.m. with 2 μL of AAV1-CMV-EGFP (EGFP) or AAV1-CMV-mVEGF-C (mVEGF-C), both at 10¹³ genome copies (GC)/mL, and transcardially perfused with saline 2 or 4 weeks later (FIG. 10H). Representative brain coronal sections of mice showing EGFP⁺ infected cells (green) in the pia mater, surrounding the GFAP⁺ glia limitans (red) of the brain parenchyma, at 2 and 4 weeks post injection (scale bar, 5 mm; inset scale bar, 200 μm) (FIG. 10I). Representative insets from meningeal whole-mounts stained for CD31 (blue), EGFP (green) and LYVE-1 (red; scale bar, 200 μm). Green cells are observed in the cerebellar meninges, pineal gland and transverse sinus in the EGFP group at 2 and 4 weeks, but not in the same regions of the meninges in the mVEGF-C group (FIG. 10J). Representative images of LYVE-1⁺ lymphatic vessels (red) and LYVE-1⁻CD31⁺ blood vessels (blue) in the superior sagittal sinus of mice treated with either EGFP or mVEGF-C, for 2 or 4 weeks (scale bar, 200 μm) (FIG. 10K). Mice treated with AAV1 expressing mVEGF-C presented a significant increase in lymphatic vessel diameter (FIG. 10L), but not in coverage by blood vessels (FIG. 10M). Data in FIGS. 10L and 10M are presented as mean±s.e.m., n=4 per group at 2 weeks, n=3 per group at 4 weeks; two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 10L and 10M; data in FIGS. 10H-10M are representative of 2 independent experiments. Representative images of blood flow (mm/s) and arterial and venous blood oxygenation (% of sO₂) readings obtained by Photoacoustic imaging of brain/meningeal vasculature of old mice (20-22 months-old) treated for 1 month with EGFP or mVEGF-C virus (both at 10¹³ GC/mL) (FIG. 10N). The different treatments did not affect blood flow (FIG. 10N) or blood oxygenation (FIG. 10P) in the brain/meninges of old mice (mean±s.e.m., n=5 per group; two-tailed Mann-Whitney test was used in FIG. 10N and two-way ANOVA with Bonferroni's post-hoc test was used in FIG. 10P; data results from a single experiment). Old mice (20-22 months-old) were injected i.c.m. with 2 μL of viral vectors expressing EGFP or mVEGF-C. One month later, T1-weighted MRI acquisition was performed after i.c.m. injection of 5 μL of gadolinium (25 mM in saline). Using the Lymph4D software, it was possible to measure the rate of contrast agent influx into the delineated brain hippocampal region of mice from both groups (scale bar, 3 mm). Images in sequence 2 and subsequent were obtained by subtraction of sequence 1 (FIG. 10Q). Quantification of the signal intensity gain (relative to sequence 1) in the hippocampus revealed a significant increase in the mVEGF-C group, when compared to EGFP (mean±s.e.m., n=4 per group; repeated measures two-way ANOVA with Bonferroni's post-hoc; data was pooled from 2 independent experiments) (FIG. 10R).

FIGS. 11A-U show treatment with VEGF-C improves meningeal lymphatic function, brain perfusion by CSF macromolecules and cognitive performance in old mice. Hydrogel alone (vehicle) or containing recombinant human VEGF-C(200 ng/mL) was applied on top of a thinned skull surface of adult (3 months-old) and old mice (20-24 months-old). Gels were re-applied two weeks later. Four weeks after the initial treatment, 5 μL of OVA-A647 (in artificial CSF) was injected into the CSF (i.c.m.) and mice were transcardially perfused 2 h later (FIG. 11A). Representative images of DAPI (blue) staining and LYVE-1⁺ vessels (in green) in the superior sagittal sinus after transcranial delivery of VEGF-C(scale bar, 50 μm) (FIG. 11B). Treatment with VEGF-C resulted in significant increase of lymphatic vessel diameter in the superior sagittal sinus in both adult and old mice (FIG. 11C). Representative sections of dCLNs stained with DAPI (blue) and for LYVE-1 (green) showing drained OVA-A647 (red; scale bar, 200 μm) (FIG. 11D). Quantification of OVA-A647 (red) area fraction (%) in the dCLNs showed increased drainage in old mice treated with VEGF-C, when compared to vehicle-treated age-matched mice (FIG. 11E). Representative brain sections stained with DAPI (blue) showing OVA-A647 (red) influx into the brain parenchyma (scale bar, 5 mm) (FIG. 11F). Influx of OVA-A647 into the brain parenchyma of old mice was significantly increased after transcranial delivery of VEGF-C(FIG. 11G). Data in FIGS. 11C, 11E, and 11G are presented as mean±s.e.m., n=12 in vehicle at 3 months, n=11 in VEGF-C at 3 months, n=8 in vehicle at 20-24 months and n=9 in VEGF-C at 20-24 months; two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 11C, 11E, and 11G; data in FIGS. 11A-G were pooled from 2 independent experiments. Hydrogel alone (vehicle) or containing recombinant human VEGF-C156S (200 ng/mL) was applied on top of a thinned skull surface of old mice. Gels were re-applied two weeks later (FIG. 11H). Whole-mounts of brain meninges were stained for LYVE-1 (green) and CD31 (red). Images show insets of lymphatic vessels near the superior sagittal sinus (scale bar, 100 μm) (FIG. 11I). Old mice that received VEGF-C156S treatment showed increased diameter of LYVE-1⁺ vessels in the superior sagittal sinus (FIG. 11J). Representative sections of dCLNs stained with DAPI (blue) and for LYVE-1 (green) showing levels of OVA-A647 (red) drained from the CSF (scale bar, 200 μm) (FIG. 11K). Quantification of OVA-A647 area fraction (%) in the dCLNs showed a significant increase in VEGF-C156S group when compared to vehicle (FIG. 11L). Representative images of OVA-A647 (red) in brain sections also stained with DAPI (blue; scale bar, 5 mm) (FIG. 11M). Quantification of OVA-A647 area fraction (%) in brain sections showed a significant increase in brain influx of the tracer in old mice treated with VEGF-C156S (FIG. 11N). Data in FIGS. 11J, 11L, and 11N are presented as mean±s.e.m., n=7 mice per group; two-tailed Mann-Whitney test was used in FIGS. 11J, 11L and 11N; data in FIGS. 11H-11N were pooled from 2 independent experiments. Young-adult (2 months), middle-aged (12-14 months) or old (20-22 months) mice were injected with viral vectors expressing EGFP or mVEGF-C. One month after injection, learning and memory was assessed using the MWM test (FIG. 11O). Injection of mVEGF-C virus in young-adult mice did not alter their performance in the acquisition, probe trial or reversal of the MWM (mean±s.e.m., n=8 in EGFP and n=9 in mVEGF-C; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in the acquisition and reversal; two-tailed Mann-Whitney test was used in the probe trial; data was obtained in a single experiment) (FIG. 11P). Injection of mVEGF-C virus in middle-aged mice did not alter their performance in the acquisition and in the probe trial, but significantly improved their performance in the reversal (mean±s.e.m., n=12 in EGFP and n=14 in mVEGF-C; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in the acquisition and reversal, two-tailed Mann-Whitney test was used in the probe trial; data was pooled from 2 independent experiments) (FIG. 11Q). Injection of mVEGF-C virus in old mice did not alter their performance in the probe trial, but significantly improved their performance in the acquisition and in the reversal (mean±s.e.m., n=25 in EGFP and n=25 in mVEGF-C; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in the acquisition and reversal; two-tailed Mann-Whitney test was used in the probe trial; data was pooled from 3 independent experiments) (FIG. 11R). Treatment of young-adult mice (FIG. 11S) with mVEGF-C did not affect the % of allocentric navigation strategies used in the MWM. The % of allocentric navigation strategies was significantly higher in middle-aged mice (FIG. 11T) treated with mVEGF-C during the reversal and in (FIG. 11U) old mice treated with mVEGF-C during the acquisition and reversal, when compared to their age-matched EGFP-treated counterparts. Data in FIGS. 11S-U are presented as mean±s.e.m.; n=8 in EGFP and n=9 in mVEGF-C at 2 months in FIG. 11S; n=12 in EGFP and n=14 in mVEGF-C at 12-14 months in FIG. 11T; n=25 per group at 20-22 months in FIG. 11U; repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 11S-U; data in FIG. 11S were obtained from a single experiment, data in FIG. 11T were pooled from 2 independent experiments and data in FIG. 11U were pooled from 3 independent experiments.

FIGS. 12A-W show expression of mVEGF-C in the meninges of J20 mice does not ameliorate lymphatic drainage or brain amyloid pathology. J20 mice were injected i.c.m. with 2 μL of AAV1-CMV-EGFP or AAV1-CMV-mVEGF-C(10¹³ GC/mL) at 6-7 months. One month after injection, the mice were tested in the open field (OF) and in the MWM (FIG. 12A). Total distance and % of time in the center of the OF arena was not ameliorated by treatment of J20 mice with mVEGF-C(FIGS. 12B-C). No statistically significant differences were observed in the acquisition (FIG. 12D), in the probe trial (FIG. 12E) or in the reversal (FIG. 12F) of the MWM test after 1 month of mVEGF-C. Data in FIGS. 12B-F are presented as mean±s.e.m., n=11 in EGFP, n=12 in mVEGF-C; two-tailed Mann-Whitney test was used in FIGS. 12B, 12C, and 12E and repeated measures two-way ANOVA with Bonferroni's post-hoc test was used in FIGS. 12D and 12F; data results from a single experiment. J20 mice were treated with EGFP or mVEGF-C and, 1 month later, CSF, meninges and brain were collected for analysis (FIG. 12G). Representative images of DAPI (blue) and LYVE-1⁺ lymphatic vessels (green) in the superior sagittal sinus of mice treated with either EGFP or mVEGF-C (scale bar, 500 μm) (FIG. 12H). AAV1-mediated expression of mVEGF-C did not affect meningeal lymphatic vessel diameter (FIG. 12I). Levels of Aβ in the CSF measured by ELISA remained unaltered after mVEGF-C treatment (FIG. 12J). Representative images of dorsal hippocampus (scale bar, 500 μm) of J20 mice of EGFP or mVEGF-C groups stained with DAPI (cyan) and for IBA1 (green) and Aβ (red) (FIG. 12K). No changes were observed in amyloid plaque size (FIG. 12L), number (FIG. 12M) or coverage (FIG. 12N) between the groups. Data in FIGS. 121, 12J and 12L-N are presented as mean±s.e.m., n=6 per group; two-tailed Mann-Whitney test was used in FIGS. 121, 12J and 12L-N; data in FIGS. 12G-N represent results from a single experiment. J20 mice (2-3 months-old) and 5×FAD mice (3-4 months-old), and respective age-matched WT littermate controls, were injected with fluorescent OVA-A647 (i.c.m.) in order to measure drainage into the dCLNs (FIG. 12O). Representative images of DAPI (blue) and LYVE-1 (green) staining in dCLNs of WT and J20 mice (scale bar, 200 μm) 2 h after injection of OVA-A647 (red) (FIG. 12P). Quantification of OVA-A647 area fraction (%) in the dCLNs shows equal levels of tracer in mice from both genotypes (mean±s.e.m., n=5 per group; two-tailed Mann-Whitney test; representative of 2 independent experiments) (FIG. 12Q). Representative images of DAPI (blue) and LYVE-1 (green) staining in dCLNs of WT and 5×FAD mice (scale bar, 200 μm) 2 h after injection of OVA-A594 (red) (FIG. 12R). Quantification of OVA-A594 area fraction (%) in the dCLNs shows equal levels of tracer in mice from both genotypes (mean±s.e.m., n=11 per group; two-tailed Mann-Whitney test; data was pooled from 2 independent experiments) (FIG. 12S). Representative images of DAPI (blue) and LYVE-1 (green) staining in meningeal whole-mounts of WT and 5×FAD mice at 3-4 months (scale bar, 1 mm) (FIG. 12T). Measurement of LYVE-1⁺ vessel diameter, area fraction and number of sprouts (per mm of vessel) showed no differences between genotypes (mean±s.e.m., n=7 per group; two-tailed Mann-Whitney test; data was pooled from 2 independent experiments) (FIG. 12U).

FIGS. 13A-M show meningeal lymphatic ablation in AD transgenic mice worsens amyloid pathology without affecting blood vessel function. Representative images of blood flow (mm/s) and arterial and venous blood oxygenation (% of sO₂) readings obtained by Photoacoustic imaging of brain/meningeal vasculature of 5×FAD mice one week after vehicle/photoconversion, Visudyne or Visudyne/photoconversion (FIG. 13A). The different treatments did not affect blood flow (FIG. 13B) or blood oxygenation (FIG. 13C) in the brain/meninges of 5×FAD mice (mean±s.e.m., n=5 per group; one-way ANOVA with Bonferroni's post-hoc test was used in (FIG. 13B) and two-way ANOVA with Bonferroni's post-hoc test was used in (FIG. 13C); data results from a single experiment. Representative flow cytometry dot and contour plots showing the gating strategies used to determine the frequency of specific immune cell populations, using a myeloid or lymphoid panel of markers, in the meninges of 5×FAD after prolonged (1.5 months) meningeal lymphatic ablation (FIG. 13D). Analysis of specific immune cell populations in the meninges of 5×FAD mice from the different groups showed a significant increase in macrophages in the Visudyne/photoconversion group when compared to the control groups (FIG. 13E). A significant increase in neutrophils was observed in Visudyne group, but not in vehicle/photoconversion group, when compared to Visudyne/photoconversion group (mean±s.e.m., n=5 per group; two-way ANOVA with Holm-Sidak's post-hoc test; *vs vehicle/photoconversion; #vs Visudyne; data results from a single experiment). 4-5 months-old J20 mice were submitted to meningeal lymphatic ablation by injection (i.c.m.) of Visudyne or vehicle as a control, followed by a photoconversion step. This procedure was repeated every 3 weeks, for a total of 3 months, to achieve prolonged meningeal lymphatic ablation (FIG. 13F). Staining with DAPI (blue) and for LYVE-1 (green) and Aβ (red) in meningeal whole-mounts of J20 mice showing marked amyloid deposition in mice from the Visudyne group (scale bar, 500 μm) (FIG. 13G). Representative brain sections of J20 mice at 7-8 months stained with DAPI (cyan) and for Aβ (red; scale bar, 500 μm) showing degree of amyloid deposition after meningeal lymphatic ablation (FIG. 13H). Quantification of amyloid plaque size (FIG. 13I), number (FIG. 13J) and coverage (FIG. 13K) in the dorsal hippocampus of J20 mice showed a statistically significant increase in coverage in the Visudyne group, when compared to vehicle. Data in FIGS. 3I-K are presented as mean±s.e.m., n=5 in vehicle, n=6 in Visudyne; two-tailed Mann-Whitney test was used in FIGS. 13I-K; experiments in FIGS. 13F-K were performed once. Sections of human brain cortex, containing meningeal layers (leptomeninges) attached, from non-AD brain (FIG. 13L)(scale bar, 500 μm; inset scale bar, 200 μm) and AD brain (FIG. 13M)(left image scale bar, 100 μm; right image scale bar, 500 μm) were stained with DAPI (blue), for the astrocyte marker GFAP (green) and for Aβ (red). Data in FIGS. 13L and 13M represent results of n=8 non-AD samples and n=9 AD samples and are representative of 2 independent experiments.

FIGS. 14A-I are a series of graphs depicting that meningeal lymphatic dysfunction in 5×FAD mice lead to unique changes in the microglial transcriptome. Single cell RNA-seq of brain myeloid cells from 4 months old wild type (WT) and 5×FAD mice were injected with Visudyne alone (Vis., functional meningeal lymphatics) or injected with Visudyne and subjected to transcranial photoconversion (Vis. +photo., ablated meningeal lymphatics). Meningeal lymphatic ablation step was performed twice within a span of 3 weeks and brain myeloid cells were isolated 3 weeks after the last step. Data were obtained from sorted live Ly6G^(neg)CD45⁺CD11b⁺ brain myeloid cells pooled from 3 mice per group (FIGS. 14A-B). Unsupervised clustering of brain myeloid single cells using t-distributed Stochastic Neighbor Embedding (t-SNE) plotted by group (FIG. 14A) or by distinct cell cluster (FIG. 14B). Frequency of cells from each cluster within the total 354, 487 and 308 cells from WT Vis., 5×FAD Vis. and 5×FAD Vis. +photo. groups, respectively (FIG. 14C). Genes involved in the acquisition of the disease-associated microglia phenotype, depicting the homeostatic, TREM2-independent and TREM2-dependent signatures within each cell were depicted in a heatmap (FIG. 14D). Cells are grouped by cluster and genes are grouped by signature (FIG. 14D). Upset plots were generated for all cells (FIG. 14E) or cluster 1 cells (FIG. 14F) showing the overlap in differentially expressed genes for comparisons between 5×FAD Vis. or 5×FAD Vis. +photo. and WT Vis. A heatmap with 24 genes whose expression is significantly different between 5×FAD Vis. +photo. and WT Vis., but not significantly different between 5×FAD Vis. and WT Vis., in cluster 1 is depicted in FIG. 14G. Expression values are averaged across cells within each group. Normalized enrichment score for GSEA pathways were obtained by Fisher's exact test with Benjamini-Hochberg corrections for the 24 differentially expressed genes in cluster 1 is shown in FIG. 14H. Enrichment analysis was performed in R using the clusterProfiler package. Depicted in FIG. 14I is a heatmap showing the mean-centered average log normalized expression of each gene contributing to the core-enrichment of the “Lysosome” GSEA pathway. Expression values are averaged across cells within each group. All scales show mean-centered, log-normalized expression values.

FIGS. 15A-U are a series of graphs and images depicting abnormal accumulation of meningeal T cells aggravates brain amyloid pathology, affects microglial response and worsens cognitive performance in 5×FAD mice. CyTOF assessment of meningeal immune cell populations from WT and 5×FAD mice on CCR7^(+/+) or CCR7 backgrounds (littermates at 4-5 months of age) are depicted in FIG. 15A. Frequencies of total CD45⁺ live leukocytes and of specific leukocyte population clusters within total CD45 live are depicted in FIGS. 15B-G. No significant changes were observed in the frequency of meningeal leukocytes between the groups (FIG. 15B). Deficiency in CCR7 resulted in a significant increase in the frequency of CD4 (FIG. 15C) and of CD8 (FIG. 15D) T cells and a significant decrease in macrophage 2(CD11b⁺F4/80⁺CD64⁺) population in both WT and 5×FAD mice (FIG. 15F). No changes were observed in B cells (FIG. 15E) and infiltrating monocytes (CD11b⁺F4/80^(neg)CD64^(neg/low)Ly6C^(high)) (FIG. 15G). Results in FIGS. 15B-G are presented as mean±s.e.m.; n=5 per group; Two-way ANOVA with Sidak's multiple comparison test. tSNE plots obtained by re-clustering the meningeal CD4⁺ and CD8⁺ T cell populations using Flowsome and a 10 cluster-restricting condition are depicted in FIG. 15H. After removal of remnant contaminating macrophages and dendritic cells a total of four distinct clusters of CD4⁺ T cells (4, 6, 7 and 10) and six distinct clusters of CD8⁺ T cells (1, 2, 3, 5, 8 and 9) were identified (FIGS. 15J-L), There was a significant decrease in CD4⁺CD44⁺PD-1^(neg) (FIG. 15I) and CD8⁺CD44⁺Tbet^(high) (FIG. 15K) and a significant increase in CD4⁺CD44⁺FOXp3⁺ (FIG. 15J) and CD8⁺CD44⁺Tbet^(low) (FIG. 15L) cell frequency. Results in FIG. 15I-L are presented as mean±s.e.m.; n=5 per group; Unpaired Student's T test. Representative images of brain sections of male CCR7^(+/+) or CCR7^(−/−) 5×FAD mice stained for Aβ (red) and with DAPI (blue); scale bar, 2 mm (FIG. 15M). Also quantified were number of plaques per mm² (FIG. 15N), plaque average size (in μm²) (FIG. 15O), and coverage (% area of section) (FIG. 15P). Representative images of brain cortex stained for Aβ (green) and IBA1 (red) and with DAPI (blue); scale bar, 100 μm were obtained (FIG. 15Q). Quantification of IBA1+ cells clustered around plaques (FIG. 15R). Results in FIG. 15N-P and FIG. 15R are presented as mean±s.e.m.; in n-p, n=14 in 5×FAD::CCR7^(+/+) and n=15 in 5×FAD::CCR7^(−/−) groups pooled from 2 independent experiments; in r, n=6 per group representative of 2 independent experiments; Unpaired Student's T test. FIGS. 15S-U depict performance in the MWM acquisition (FIG. 15S), probe trial (FIG. 15T) and reversal (FIG. 15U) revealed statistically significant differences between WT::CCR7^(+/+) and 5×FAD::CCR7^(−/−) at days 3 and 4 of the acquisition, in the probe trial and in the 2nd day of reversal (day 6 of the test). Statistically significant differences were also observed between WT::CCR7^(+/+) and WT::CCR7^(−/−) mice in the probe trial. Results in FIG. 15S-U are presented as mean±s.e.m.; n=9 in WT::CCR7^(+/+) and in 5×FAD::CCR7^(−/−), n=7 in WT::CCR7^(−/−), n=8 in 5×FAD::CCR7^(+/+) groups; Repeated measures Two-way ANOVA with Sidak's multiple comparison test in FIG. 15S and 6U; Two-way ANOVA with Sidak's multiple comparison test in FIG. 15T.

DETAILED DESCRIPTION

Traditionally, the central nervous system was viewed as being immune privileged, and was believed to lack a classical lymphatic drainage system. As described herein, a lymphatic system is present in meningeal spaces, and functions in draining macromolecules, immune cells, and debris from the central nervous system (CNS). Moreover, it has been discovered herein that modulating drainage by the meningeal lymphatic drainage can affect certain diseases of the brain and central nervous system. In particular, as described in several embodiments herein, reducing drainage by meningeal lymphatic vessels can reduce the flow in fluids of the CNS such as, cerebral spinal fluid (CSF) and interstitial fluid (ISF), and can exacerbate symptoms of neurodegenerative diseases characterized by increases in concentration and/or accumulations of molecules in the central nervous system, for example, Alzheimer's disease (AD).

Differential gene expression caused by and/or related to changes in meningeal lymphatic flow, for example in aged animals or in animals subjected to lymphatic ablation to mimic disease states, has led to the identification of molecular targets that play a role in causing, or are influenced by, a reduction in meningeal lymphatic drainage. These targets can be modulated to improve meningeal lymphatic flow and/or to counter the effects of reduced meningeal lymphatic flow. Modulating these targets that are related to or influenced by meningeal lymphatic flow can alleviate symptoms of AD, including cognitive symptoms, and accumulation of amyloid-beta plaques. Accordingly, in some embodiments, methods, compositions, and uses for diagnosing, treating, preventing, inhibiting, or ameliorating symptoms of neurodegenerative diseases associated with increased concentration and/or the accumulation of macromolecules, cells, and debris in the CNS (for example, AD, which is associated with the accumulation of amyloid-beta plaques) are described. In some embodiments, the methods, compositions, and uses can increase drainage by meningeal lymphatic vessel, and thus increase flow in CSF and ISF. In some embodiments, the methods, compositions, and uses can counteract a change in expression and/or activity of one or more molecular targets caused by abnormal (e.g. reduced) meningeal lymphatic drainage. Several embodiments herein are particularly advantageous because they include one, several or all of the following benefits: (i) counteracting a change in expression and/or activity of one or more molecular targets caused by abnormal (e.g. reduced) meningeal lymphatic drainage; (ii) increased flow in the CNS; (iii) decreased accumulation of macromolecules, cells, or debris in the CNS (for example, decreased accumulation of amyloid-beta); and (iv) maintenance of or improvement in cognitive function (for example memory function) in a subject suffering from, suspected of having, and/or at risk for dementia (such as in a neurodegenerative disease such as AD).

Flow and Flow Modulators

As used herein “flow” shall be given its ordinary meaning and shall also refer to a rate of perfusion through an area of the central nervous system of a subject. Flow in some embodiments, can be measured as a rate at which a label or tracer in CSF perfuses through a particular area of the central nervous system. As such, flow can be compared between two subjects or two sets of conditions by ascertaining how quickly an injected label or tracer perfuses throughout a particular area or volume of the brain and/or other portion of the CNS.

As used herein, “flow modulators” shall be given its ordinary meaning and shall also broadly refer to classes of compositions that can increase or decrease the passage of substances into and out of meningeal lymphatic vessels, and thus can modulate flow in CSF and ISF, and/or, can modulate immune cell migration within, into, and out of the meningeal lymphatic vessels, and/or can counteract the effects of decreased flow with or without restoring flow.

As shown herein, increasing the passage of substances into and out of meningeal lymphatic vessels can increase flow in CSF and ISF. Without being limited by theory, it is contemplated, according to several embodiments herein, that removal of macromolecules through meningeal lymphatic vessels can keep their concentrations low in the CSF, allowing a gradient to clear macromolecules from the parenchyma. As such, the higher the rate of drainage of molecules by meningeal lymphatic vessels, the higher the rate of flow of molecules in the CNS (e.g., in CSF and ISF). Furthermore, the higher the rate of fluid flow and drainage in the CNS, the higher the rate of clearance and/or the lower the concentration of cells, macromolecules, waste, and debris form the CNS. In some embodiments, flow modulators increase the diameter of meningeal lymphatic vessels, which increases drainage, resulting in increased flow in the CSF and ISF. In some embodiments, flow modulators counteract the effects (e.g., changes in the hippocampal transcriptome) of decreased flow with or without restoring flow. In some embodiments, flow modulators increase the number of meningeal lymphatic vessels, thus increasing net drainage, resulting in increased flow in the CSF and ISF. Examples of suitable flow modulators for increasing flow (for example by increasing meningeal lymphatic vessel diameter) and/or for counteracting the effects of decreased flow with or without restoring flow, in accordance with various embodiments herein include, but are not limited to, agents that modulate the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and functional fragments, variants, analogs, and mimetics of these molecules.

In methods, uses, or compositions of some embodiments, a flow modulator (e.g., agents that modulate the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7) comprises or consists essentially of a polypeptide or protein that comprises a modification, for example a glycosylation, PEGylation, or the like.

In some embodiments, a composition or composition for use in accordance with methods and uses described herein comprises or consists essentially of one or more flow modulators (e.g., agents that modulate the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7), and a pharmaceutically acceptable diluent or carrier. Examples of suitable pharmaceutically acceptable carriers and formulations are described in “Remington: The Science and Practice of Pharmacy” 22nd Revised Edition, Pharmaceutical Press, Philadelphia, 2012, which is hereby incorporated by reference in its entirety. In some embodiments, the composition comprises or consists essentially of a unit dose of a flow modulator effective for increasing flow of CNS fluids, increasing clearance of molecules in the CNS, reducing a quantity of accumulated amyloid-beta plaques, reducing immune cell migration, counteracting the effects of decreased flow with or without restoring flow, or reducing inflammation in accordance with methods or uses as described herein. In some embodiments, the composition comprises, or consists essentially of a single unit dose of flow modulator effective for increasing flow, increasing clearance reducing accumulate amyloid-beta plaques, counteracting the effects of decreased flow with or without restoring flow, reducing immune cell migration, or reducing inflammation. In some embodiments, the effective amount of flow modulator is about 0.00015 mg/kg to about 1.5 mg/kg (including any other amount or range contemplated as a therapeutically effective amount of a compound as disclosed herein), is less than about 1.5 mg/kg (including any other range contemplated as a therapeutically effective amount of a compound as disclosed herein), or is greater than 0.00015 mg/kg (including any other range contemplated as a therapeutically effective amount of a compound as disclosed herein).

Routes of Administration

Flow modulators in accordance with methods, compositions for use, or uses of embodiments herein can be administered to a subject using any of a number of suitable routes of administration, provided that the route of administration administers the flow modulator to the meningeal space of a subject. It is noted that many compounds do not readily cross the blood-brain barrier, and as such, some routes of administration such as intravenous will not necessarily deliver the flow modulator to the meningeal space (unless the flow modulator can readily cross the blood-brain barrier). By “administering to the meningeal space of a subject,” as used herein (including variations of this root term), it is not necessarily required that a flow modulator be administered directly to the meningeal space, but rather, this term encompasses administering a flow modulator directly and/or indirectly to the meningeal space. It is contemplated that administering the flow modulator so that it is in fluid communication with the meningeal space of the subject in accordance with some embodiments herein (typically by administering the flow modulator on the “brain” side of the blood-brain barrier), the flow modulator will be administered to the meningeal space. Accordingly, in some embodiments, the flow modulator is not administered systemically. In some embodiments, the flow modulator is not administered systemically, but rather is administered to a fluid, tissue, or organ in fluid communication with the meningeal space, and on the brain side of the blood-brain barrier. In some embodiments, the flow modulator is not administered systemically, but rather is administered to the CNS. In some embodiments, the flow modulator is administered to the CNS, but is not administered to any organ or tissue outside of the CNS. In some embodiments, the flow modulator is not administered to the blood. In some embodiments, the flow modulator is not administered to a tumor, or to the vasculature of a tumor.

In some embodiments, the flow modulator is administered nasally. For example, the flow modulator can be provided in a nasal spray, or can be contacted directly with a nasal mucous membrane.

In some embodiments, the flow modulator is administered through contacting with CSF of the subject. For example, the flow modulator can be directly injected into CSF of a patient (for example into a ventricle of the brain). Suitable apparatuses for injection can include a syringe, or a pump that is inserted or implanted in the subject and in fluid communication with CSF. In some embodiments, a composition comprising or consisting essentially of the flow modulator, for example a slow-release gel, is implanted in a subject so that it is in fluid communication with CSF of the subject, and thus contacts the CSF.

In some embodiments, the flow modulator is administered transcranially. For example, a composition comprising or consisting essentially of the flow modulator such as a gel can be placed on an outer portion of the subject's skull, and can pass through the subject's skull. In some embodiments, the flow modulator is contacted with a thinned portion of the subject's skull to facilitate transcranial delivery.

In some embodiments, the flow modulator is administered by expressing a nucleic acid encoding the flow modulator in the subject. A vector comprising or consisting essentially of the nucleic acid, for example a viral vector such as a retroviral vector, lentiviral vector, or adenoviral vector, or adeno-associated viral vector (AAV) can be administered to a subject as described herein, for example via injection or inhalation. In some embodiments, expression of the nucleic acid is induced in the subject, for example via a drug or optical regulator of transcription.

In some embodiments, the flow modulator (e.g. agents that modulate the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7) is administered selectively to the meningeal space of the subject, or is for use in administration selectively to the meningeal space of the subject. As used herein administered “selectively” and variations of the root term indicate that the flow modulator is administered preferentially to the indicated target (e.g. meningeal space) compared to other tissues or organs on the same side of the blood brain barrier. As such, direct injection to meningeal spaces of the brain would represent “selective” administration, whereas administration to CSF in general via a spinal injection would not. In some embodiments, the flow modulator is administered selectively to the meningeal space, and not to portions of the CNS outside of the meningeal space, nor to any tissues or organs outside of the CNS. In some embodiments, the flow modulator is administered selectively to the CNS, and not to tissue or organs outside of the CNS such as the peripheral nervous system, muscles, the gastrointestinal system, musculature, or vasculature.

For any of the routes of administration listed herein in accordance with methods, uses, and compositions herein, it is contemplated that a flow modulator can be administered in a single administration, or in two or more administrations, which can be separated by a period of time. For example, in some embodiments, the flow modulator as described herein can be administered via a route of administration as described herein hourly, daily, every other day, every three days, every four days, every five days, every six days, weekly, biweekly, monthly, bimonthly, and the like, or a range defined by any two of the preceding values. In some embodiments, the flow administration is administered in a single administration, but not in any additional administrations.

Some embodiments include methods of making a composition or medicament comprising or consisting essentially of a flow modulator as described herein suitable for administration according to a route of administration as described herein. For example, in some embodiments, a composition comprising or consisting essentially of an agonist of a target disclosed herein is prepared for nasal administration, administration to the CSF, or transcranial administration. For example, in some embodiments, a composition comprising or consisting essentially of an antagonist of a target disclosed herein is prepared for nasal administration, administration by contacting with CSF, or transcranial administration.

Neurodegenerative Diseases

Methods, uses, and compositions in accordance with some embodiments herein can be useful for diagnosing, treating, preventing, inhibiting, ameliorating, or reducing the symptoms of one or more neurological diseases, or compositions for use in these methods. In some embodiments, the neurological diseases are neurodegenerative diseases. These diseases can occur in subjects, for example humans, as well as non-human animals, such as non-human mammals, and non-human primates in some embodiments.

In some embodiments, neurodegenerative, neurodevelopmental, neuroinflammatory, or neuropsychiatric diseases associated with accumulation of macromolecules, cells, and debris in the CNS are treated, prevented, inhibited, or reduced by methods, uses, or compositions that increase flow, drainage, and/or clearance in meningeal lymphatic vessels. In some embodiments, neurodegenerative, neurodevelopmental, neuroinflammatory, or neuropsychiatric diseases associated with accumulation of macromolecules, cells, and debris in the CNS are treated, prevented, inhibited, or reduced by methods, uses, or compositions that counteract the effects (e.g., changes in the hippocampal transcriptome) of decreased flow with or without restoring flow. In some embodiments, neurodegenerative diseases associated with accumulation of macromolecules, cells, and debris in the CNS are treated, prevented, inhibited, or reduced. Examples of neurodegenerative diseases include AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurodegenerative diseases can include AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE.

In some embodiments, the neurodegenerative disease can be prevented, treated, or ameliorated prophylactically. Accordingly, a subject having one or more risk factors for the neurodegenerative disease can be determined to be in need of receiving a method, use, or composition described herein. For example, a subject may have accumulated amyloid-beta plaques in their CNS, and may benefit from increased flow, increased drainage, increased clearance and/or reduction of amyloid-beta plaques, even if they do not yet have an AD diagnosis based on cognitive symptoms.

A number of risk factors for AD are suitable as risk factors in accordance with methods, compositions, and uses of some embodiments herein, for example familial AD, a genetic marker for AD, or a symptom of AD such as early dementia. The foremost risk factor for sporadic AD is age. However, increased risk of this form of AD has also been attributed to diverse genetic abnormalities. One of them is diploidy for apolipoprotein-Eε4 (Apo-Eε4), widely viewed as a major genetic risk factor promoting both early onset of amyloid-beta aggregation and defective amyloid-beta clearance from the brain (Deane et al., 2008; Zlokovic, 2013). Other genetic variants that significantly increase the risk for sporadic AD are Apo-J (or clusterin), phosphatidylinositol-binding clathrin assembly protein (PICALM), complement receptor 1 (CR1), CD33 or Siglec-3, and triggering receptor expressed on myeloid cells 2 (TREM2). All of these proteins, interestingly, have been implicated in different mechanisms of amyloid-beta removal from the brain (Bertram et al., 2008; Guerreiro et al., 2013; Harold et al., 2009; Lambert et al., 2009, 2013; Naj et al., 2011). In some embodiments, the risk factor for AD is selected from the group consisting of at least one of the following: diploidy for apolipoprotein-E-epsilon-4 (apo-E-epsilon-4), a variant in apo-J, a variant in phosphatidylinositol-binding clathrin assembly protein (PICALM), a variant in complement receptor 1 (CR3), a variant in CD33 (Siglee-3), or a variant in triggering receptor expressed on myeloid cells 2 (TREM2), age, or a symptom of dementia.

Novel Targets

A “target,” “marker,” or “biomarker” includes a nucleic acid or polypeptide whose altered level of expression in a tissue or cell from its expression level in a control e.g, normal or healthy tissue or cell) is associated with a disease state, such as a neurological disease (e.g., AD, dementia, PD). A “marker nucleic acid” is a nucleic acid (e.g., mRNA, cDNA, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof and other classes of small RNAs known to a skilled artisan) encoded by or corresponding to a marker of the disclosure. Such marker nucleic acids include DNA (e.g., cDNA) comprising the entire or a partial sequence of any of the nucleic acid sequences set forth in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or the complement of such a sequence. The marker nucleic acids also include RNA comprising the entire or a partial sequence of any of the nucleic acid sequences set forth in the Sequence Listing or the complement of such a sequence, wherein all thymidine residues are replaced with uridine residues. A “marker protein” includes a protein encoded by or corresponding to a marker of the disclosure. A marker protein comprises the entire or a partial sequence of any of the sequences set forth in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or the Examples. The terms “protein” and “polypeptide” are used interchangeably. In some embodiments, specific combinations of targets are preferred. For example, a combination or subgroup of one or more of the targets selected from the group shown in Tables 2 and/or Table 4 and/or Table 6 and/or Table 7. In some embodiments, the one or more targets are associated with one or more of the categories listed in Table 3 and/or Table 5 and/or FIG. 14H.

In some embodiments, the one or more targets comprises one or more of the following: Met, Sorbs2, Nlgn1, ND2, Adam10, Bmpr2, Fmr1, Ptk2b, Nrgn, Adora1, Cnih2, Camk2b, Homer3, Erc2, Arrb2, Rab8a, Bcr, Dvl, Rgs14, Palm, Neurl1a, Atp1a1, Grin1, Cdk5, Dmtn, Actb, Prkcg, Arhgef2, Arfgap1, Shank3, Cryab, Dgki, Syndig1, Slc17a7, Dlg4, Nsmf, Cistn3, Src, Kcnab2, Itpr1. In some embodiments, the one or more targets comprises one or more of the following: App, Reln, Calb1, Nog, Pafah1b1, Ap1 s2, Oprk1, Cnr1, Neto1, Grin2b, Egfr, Ptprz1, Kras, Petn, Slc17a7, Apbb1, Atp1a3, Slc8a2, Ppp1 r1b, Dcdc2a, Dgki, Asic1, Comt, Rin1, Serpinf1, Pde1b, Cdk5, Btbd9, Jph3, Grin1, Cntn2, Ephb2, Ncam1, Crtc1, Thra, Rgs14, Ehmt2, B4galt2, Shank3, Shc3. In some embodiments, the one or more targets comprises one or more of the following: Ngf, Ror1, Myoc, Errfi1, Ctnnb1, Arid5b, Fgf1, Dll1, Pik3r2, Fst14, Ndrg4, Adra2c, Adamts12, Ntrk2, Lrig2, Epha7, Tsc1, Col1a1, Rbm4, Pag1, Prkcd, Btk, Cdk5r1, Csf1r, Syk, Adamts3, Fam20c, Ofd1, Fgfr3. In some embodiments, the one or more targets comprises one or more of the following: ND1, ND4L, Ndufb4, Ndufab1, Ndufc1, Ndufc2, Ndufb6, Ndufa13, Ndufa8, Ndufs5, Ndufs8, Ndufv1, Ndufa3, Ndufa11, Ndufs6, Ndufv3, Park7, Ndufa2, Ndufb8, Ndufb10, Ndufb11, Ndufa9, Ndufs2, Ndufb9, Ndufs3, and Ndufb3. In some embodiments, the one or more targets comprises one or more of the following: ND1, CYTB, ND2, ND4, ND5, Oprk1, Pmpcb, Nfatc3, Akt2, Uqcr10, Uqcrh, Bloc1s1, Cox8a, Pygb, Sirt3, Ogdhl, Prelid1, Slc25a25, Hk1, Prkaca, Park7, Pfkm, Aco2, Eif6, Ndutfb8, Mdh2, Gsk3a, Uqcrc1, Akt1, Mt3, Aldoa, Pkm, Tpi1, Idh3g, Gpi1, Ndufv1, Gpd1, Gapdh, Cox4i1, and Pfkl. In some embodiments, the one or more targets comprises one or more of the following: Nr4a3, Cpeb2, Oxr1, Sirt1, Ncoa7, Bcl2, Stk26, Hif1a, Cd36, Met, Prkcd, Etv5, Kdm6b, Prdx2, Nup93, Sod1, Apex1, Prdx5, Sirt2, Trp53, Ppif, Scly, Gpx1, G6pdx, Stat6, Parp1, Trap1, Sesn2, Mapt, Hsf1, Tldc1, Kcnc2, Src, Rps3, Mt3, Txn2, Stk25, Lonp1, Park7, and Psap. In some embodiments, the one or more targets comprises one or more of the following: IFNB1, CD40, IFNG, LYN, IMPDH2, NUP88, ADA, IRF2, ZNF114, TCF7L2, DYRK2, TACC3, GPR87, ALDH3B1, ARCPC1B, RELB, TMEM154, SPDEF, SMAD7, and MTFR1.

Agents and Compositions

Novel agents and compositions are provided herein and can be used for the diagnosis, prognosis, prevention, and treatment of neurological diseases (e.g., AD, dementia, and/or Parkinson's disease). Such agents and compositions can detect and/or modulate, e.g., up- or down-regulate, expression and/or activity of gene products or fragments thereof encoded by targets of the disclosure, including the targets listed in Tables 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. Exemplary agents include antibodies, small molecules, peptides, peptidomimetics, natural ligands, and derivatives of natural ligands, that can either bind and/or activate or inhibit protein targets of the disclosure, including the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof; RNA interference, antisense, nucleic acid aptamers, etc. that can downregulate the expression and or activity of the targets of the disclosure, including the targets listed in Tables 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof. In some embodiments, any of the agents or compositions described herein is for medical use.

Nucleic Acids

In some embodiments, isolated nucleic acid molecules that specifically hybridize with or encode one or more targets listed in Tables 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or biologically active portions thereof are presented. As used herein, the term “nucleic acid molecule” has its ordinary meaning as understood in the art in view of the specification, and includes DNA molecules (e.g. cDNA or genomic DNA) and RNA molecules (e.g., mRNA) and analogs of the DNA or RNA generated using nucleotide analogs. The nucleic acid molecule can be single-stranded or double-stranded. An “isolated” nucleic acid molecule is one which is separated from other nucleic acid molecules which are present in the natural source of the nucleic acid. In some embodiments, an “isolated” nucleic acid is free of sequences which naturally flank the nucleic acid (e.g., sequences located at the 5′ and 3′ ends of the nucleic acid) in the genomic DNA of the organism from which the nucleic acid is derived. For example, in various embodiments, the isolated nucleic acid molecules corresponding to the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples can contain less than about 5 kb, 4 kb, 3 kb, 2 kb, 1 kb, 0.5 kb or 0.1 kb of nucleotide sequences which naturally flank the nucleic acid molecule in genomic DNA of the cell from which the nucleic acid is derived (e.g., blood, ISF, CSF), or a range defined by any two of the preceding values. Moreover, an “isolated” nucleic acid molecule, such as a cDNA molecule, can be substantially free of other cellular material, or culture medium when produced by recombinant techniques, or chemical precursors or other chemicals when chemically synthesized.

A nucleic acid molecule of the present disclosure, e.g., a nucleic acid molecule having the nucleotide sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a nucleotide sequence which is at least about 50%, at least about 60%, at least about 70%, at least about 80%, at least about 90%, and at least about 95% or more (e.g., about 98%) homologous to the nucleotide sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a portion thereof (e.g., at least 20, 40, 60, 80, 100, 200, 300, 400, 450, 500, or more nucleotides, or a range defined by any two of the preceding values), can be isolated using standard molecular biology techniques and the sequence information provided herein. For example, a human cDNA can be isolated from a human cell line (from Stratagene, La Jolla, Calif., or Clontech, Palo Alto, Calif.) using all or portion of the nucleic acid molecule, or fragment thereof, as a hybridization probe and standard hybridization techniques (e.g., as described in Sambrook, J., Fritsh, E. F., and Maniatis, T. Molecular Cloning: A Laboratory Manual. 2nd, ed., Cold Spring Harbor Laboratory, Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 1989). Moreover, a nucleic acid molecule encompassing all or a portion of the nucleotide sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a nucleotide sequence which is at least about 50%, in some embodiments at least about 60%, in some embodiments at least about 70%, in some embodiments at least about 80%, in some embodiments at least about 90%, and in some embodiments at least about 95% or more (or a range defined by any two of the preceding values) homologous to the nucleotide sequence, or fragment thereof, can be isolated by the polymerase chain reaction using oligonucleotide primers designed based upon the sequence of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment thereof, or the homologous nucleotide sequence. Synthetic oligonucleotide primers for PCR amplification can be designed according to well-known methods in the art. A nucleic acid of the disclosure can be amplified using in some embodiments, cDNA or, in some embodiments, genomic DNA, as a template and appropriate oligonucleotide primers according to standard PCR amplification techniques. The nucleic acid so amplified can be cloned into an appropriate vector and characterized by DNA sequence analysis. Furthermore, oligonucleotides corresponding to the nucleotide sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples can be prepared by standard synthetic techniques, e.g., using an automated DNA synthesizer.

Probes based on the nucleotide sequences of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples can be used to detect transcripts or genomic sequences encoding the same or homologous proteins. In some embodiments, the probe further comprises a label group attached thereto, e.g., the label group can be a radioisotope, a fluorescent compound, an enzyme, or an enzyme co-factor. Such probes can be used as a part of a diagnostic test kit for identifying cells or tissue which express one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, such as by measuring a level of nucleic acid in a sample of cells from a subject, e.g., detecting mRNA levels of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples.

Nucleic acid molecules encoding proteins corresponding to one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples from different species are also contemplated. For example, rat or monkey cDNA can be identified based on the nucleotide sequence of a human and/or mouse sequence and such sequences are well known in the art. In some embodiments, the nucleic acid molecule(s) of the disclosure encodes a protein or portion thereof which includes an amino acid sequence which is sufficiently homologous to an amino acid sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, such that the protein or portion thereof modulates (e.g., enhance), one or more of the following biological activities: a) binding to the target; b) modulating the copy number of the target; c) modulating the expression level of the target; and d) modulating the activity level of the target.

As used herein, the language “sufficiently homologous” has its ordinary meaning as understood in the art in view of the specification, and includes proteins or portions thereof which have amino acid sequences which include a minimum number of identical or equivalent [e.g., an amino acid residue which has a similar side chain as an amino acid residue in one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment thereof) amino acid residues to an amino acid sequence of the target, or fragment thereof, such that the protein or portion thereof modulates (e.g., enhance) one or more of the following biological activities: a) binding to the target; b) modulating the copy number of the target; c) modulating the expression level of the target; and d) modulating the activity level of the target.

In some embodiments, the protein is at least about 50%, at least about 60%, at least about 70%, 75%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, 99% or more, or a range defined by any of the proceeding values, homologous to the entire amino acid sequence of the target, or a fragment thereof.

Portions of proteins encoded by nucleic acid molecules of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples are in some embodiments biologically active portions of the protein. As used herein, the term “biologically active portion” has its ordinary meaning as understood in the art in view of the specification, and includes one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples is intended to include a portion, e.g., a domain/motif, that has one or more of the biological activities of the full-length protein.

Standard binding assays, e.g., immunoprecipitations and yeast two-hybrid assays, as described herein, or functional assays, e.g., RNAi or overexpression experiments, can be performed to determine the ability of the protein or a biologically active fragment thereof to maintain a biological activity of the full-length protein.

The disclosure further encompasses nucleic acid molecules that differ from the nucleotide sequence of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment thereof due to degeneracy of the genetic code and thus encode the same protein as that encoded by the nucleotide sequence, or fragment thereof. In some embodiments, an isolated nucleic acid molecule of the disclosure has a nucleotide sequence encoding a protein having an amino acid sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment thereof, or a protein having an amino acid sequence which is at least about 70%, 75%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, 99% or more, or a range defined by any two of the preceding values, homologous to the amino acid sequence of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment thereof. In some embodiments, a nucleic acid encoding a polypeptide consists of nucleic acid sequence encoding a portion of a full-length fragment of interest that is less than 195, 190, 185, 180, 175, 170, 165, 160, 155, 150, 145, 140, 135, 130, 125, 120, 115, 110, 105, 100, 95, 90, 85, 80, 75, or 70 amino acids in length, or a range defined by any two of the preceding values.

It will be appreciated by those skilled in the art that DNA sequence polymorphisms that lead to changes in the amino acid sequences of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples may exist within a population (e.g., a mammalian and or human population). Such genetic polymorphisms may exist among individuals within a population due to natural allelic variation. As used herein, the terms “gene” and “recombinant gene” have their ordinary meaning as understood in the art in view of the specification, and include nucleic acid molecules comprising an open reading frame encoding one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, in some embodiments a mammalian, e.g., human, protein. Such natural allelic variations can typically result in 1-5% variance in the nucleotide sequence of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. Any and all such nucleotide variations and resulting amino acid polymorphisms in the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples that are the result of natural allelic variation and that do not alter the functional activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples are intended to be within the scope of the disclosure. Moreover, nucleic acid molecules encoding one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples from other species.

In addition to naturally-occurring allelic variants of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples sequence that may exist in the population, the skilled artisan will further appreciate that changes can be introduced by mutation into the nucleotide sequence, or fragment thereof, thereby leading to changes in the amino acid sequence of the encoded one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, without altering the functional ability of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. For example, nucleotide substitutions leading to amino acid substitutions at “non-essential” amino acid residues can be made in the sequence, or fragment thereof. A “non-essential” amino acid residue is a residue that can be altered from the wild-type sequence of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples without altering the activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, whereas an “essential” amino acid residue is required for the activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. Other amino acid residues, however, (e.g., those that are not conserved or only semi-conserved between mouse and human) may not be essential for activity and thus are likely to be amenable to alteration without altering the activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples.

The term “sequence identity or homology” refers to the sequence similarity between two polypeptide molecules or between two nucleic acid molecules. When a position in both of the two compared sequences is occupied by the same base or amino acid monomer subunit, e.g., if a position in each of two DNA molecules is occupied by adenine, then the molecules are homologous or sequence identical at that position. The percent of homology or sequence identity between two sequences is a function of the number of matching or homologous identical positions shared by the two sequences divided by the number of positions compared×100. For example, if 6 of 10, of the positions in two sequences are the same then the two sequences are 60% homologous or have 60% sequence identity. By way of example, the DNA sequences ATTGCC and TATGGC share 50% homology or sequence identity. Generally, a comparison is made when two sequences are aligned to give maximum homology. Unless otherwise specified “loop out regions”, e.g., those arising from, from deletions or insertions in one of the sequences are counted as mismatches.

An isolated nucleic acid molecule encoding a protein homologous to one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment thereof, can be created by introducing one or more nucleotide substitutions, additions or deletions into the nucleotide sequence, or fragment thereof, or a homologous nucleotide sequence such that one or more amino acid substitutions, additions or deletions are introduced into the encoded protein. Mutations can be introduced by standard techniques, such as site-directed mutagenesis and PCR-mediated mutagenesis. In some embodiments, conservative amino acid substitutions are made at one or more predicted non-essential amino acid residues. A “conservative amino acid substitution” is one in which the amino acid residue is replaced with an amino acid residue having a similar side chain. Families of amino acid residues having similar side chains have been defined in the art. These families include amino acids with basic side chains (e.g., lysine, arginine, histidine), acidic side chains (e.g., aspartic acid, glutamic acid), uncharged polar side chains (e.g., glycine, asparagine, glutamine, serine, threonine, tyrosine, cysteine), nonpolar side chains (e.g., alanine, valine, leucine, isoleucine, proline, phenylalanine, methionine, tryptophan), branched side chains (e.g., threonine, valine, isoleucine) and aromatic side chains (e.g., tyrosine, phenylalanine, tryptophan, histidine). Thus, a predicted nonessential amino acid residue in one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples is in some embodiments replaced with another amino acid residue from the same side chain family. In some embodiments, mutations can be introduced randomly along all or part of the coding sequence of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, such as by saturation mutagenesis, and the resultant mutants can be screened for an activity described herein to identify mutants that retain desired activity. Following mutagenesis, the encoded protein can be expressed recombinantly according to well-known methods in the art and the activity of the protein can be determined using, for example, assays described herein.

The levels of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples levels may be assessed by any of a wide variety of well-known methods for detecting expression of a transcribed molecule or protein. Non-limiting examples of such methods include immunological methods for detection of proteins, protein purification methods, protein function or activity assays, nucleic acid hybridization methods, nucleic acid reverse transcription methods, and nucleic acid amplification methods.

In some embodiments, the levels of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples levels are ascertained by measuring gene transcript (e.g., mRNA), by a measure of the quantity of translated protein, or by a measure of gene product activity. Expression levels can be monitored in a variety of ways, including by detecting mRNA levels, protein levels, or protein activity, any of which can be measured using standard techniques. Detection can involve quantification of the level of gene expression (e.g., genomic DNA, cDNA, mRNA, protein, or enzyme activity), or, in some embodiments, can be a qualitative assessment of the level of gene expression, in particular in comparison with a control level. The type of level being detected will be clear from the context.

In some embodiments, the mRNA expression level can be determined both by in situ and by in vitro formats in a biological sample using methods known in the art. The term “biological sample” is intended to include tissues, cells, biological fluids and isolates thereof, isolated from a subject, as well as tissues, cells and fluids present within a subject. Many expression detection methods use isolated RNA. For in vitro methods, any RNA isolation technique that does not select against the isolation of mRNA can be utilized for the purification of RNA from cells (see, e.g., Ausubel et al, ed., Current Protocols in Molecular Biology, John Wiley & Sons, New York 1987-1999). Additionally, large numbers of tissue samples can readily be processed using techniques well known to those of skill in the art, such as, for example, the single-step RNA isolation process of chomczynski (1989, U.S. Pat. No. 4,843,155).

The isolated mRNA can be used in hybridization or amplification assays that include, but are not limited to, Southern or Northern analyses, polymerase chain reaction analyses and probe arrays. One diagnostic method for the detection of mRNA levels involves contacting the isolated mRNA with a nucleic acid molecule (probe) that can hybridize to the mRNA encoded by the gene being detected. The nucleic acid probe can be, for example, a full-length cDNA, or a portion thereof, such as an oligonucleotide of at least 7, 15, 30, 50, 100, 250 or 500 nucleotides, or a range defined by any two of the preceding values, in length and sufficient to specifically hybridize under stringent conditions to a mRNA or genomic DNA encoding one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. Other suitable probes for use in the diagnostic assays of the disclosure are described herein. Hybridization of an mRNA with the probe indicates that one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples is being expressed.

In one format, the mRNA is immobilized on a solid surface and contacted with a probe, for example by running the isolated mRNA on an agarose gel and transferring the mRNA from the gel to a membrane, such as nitrocellulose. In some embodiments, the probe(s) are immobilized on a solid surface and the mRNA is contacted with the probe(s), for example, in a gene chip array, e.g., an Affymetrix™ gene chip array. A skilled artisan can readily adapt known mRNA detection methods for use in detecting the level of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples mRNA expression levels.

In some embodiments the method of determining mRNA expression level in a sample involves the process of nucleic acid amplification, e.g., by RT-PCR (the experimental embodiment set forth in Mullis, 1987, U.S. Pat. No. 4,683,202), ligase chain reaction (Barany, 1991, Proc. Natl. Acad. Sci. USA, 88:189-193), self-sustained sequence replication (Guatelli et al, 1990, Proc. Natl. Acad. Sci. USA 87:1874-1878), transcriptional amplification system (Kwoh et al., 1989, Proc. Natl. Acad. Sci. USA 86: 1173-1177), Q-Beta Replicase (Lizardi et al., 1988, Bio/Technology 6: 1197), rolling circle replication {Lizardi et al, U.S. Pat. No. 5,854,033) or any other nucleic acid amplification method, followed by the detection of the amplified molecules using techniques well-known to those of skill in the art. These detection schemes are especially useful for the detection of nucleic acid molecules if such molecules are present in very low numbers. As used herein, amplification primers have their ordinary meaning as understood in the art in view of the specification, and include a pair of nucleic acid molecules that can anneal to 5′ or 3′ regions of a gene (plus and minus strands, respectively, or vice-versa) and contain a short region in between. In general, amplification primers are from about 10 to 30 nucleotides in length and flank a region from about 50 to 200 nucleotides in length. Under appropriate conditions and with appropriate reagents, such primers permit the amplification of a nucleic acid molecule comprising the nucleotide sequence flanked by the primers.

For in situ methods, mRNA does not need to be isolated from the cells prior to detection. In such methods, a cell or tissue sample is prepared and processed using known histological methods. The sample is then immobilized on a support, typically a glass slide, and then contacted with a probe that can hybridize to the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples mRNA.

In addition to, or instead of, making determinations based on the absolute expression level, determinations may be based on the normalized expression level of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. Expression levels are normalized by correcting the absolute expression level by comparing its expression to the expression of a non-target gene, e.g., a housekeeping gene that is constitutively expressed. Suitable genes for normalization include housekeeping genes such as the actin gene, or epithelial cell-specific genes. This normalization allows the comparison of the expression level in one sample, e.g., a subject sample, to another sample, e.g., a normal sample, or between samples from different sources.

The level or activity of a protein corresponding to one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples can also be detected and/or quantified by detecting or quantifying the expressed polypeptide. The polypeptide can be detected and quantified by any of a number of means well known to those of skill in the art. These may include analytic biochemical methods such as electrophoresis, capillary electrophoresis, high performance liquid chromatography (HPLC), thin layer chromatography (TLC), hyperdiffusion chromatography, and the like, or various immunological methods such as fluid or gel precipitin reactions, immunodiffusion (single or double), immunoelectrophoresis, radioimmunoassay (RIA), enzyme-linked immunosorbent assays (ELISAs), immunofluorescent assays, Western blotting, and the like. A skilled artisan can readily adapt known protein/antibody detection methods for use in determining whether cells express the target of interest.

Polypeptides and Antibodies

The present disclosure further provides soluble, purified and/or isolated polypeptide forms of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof. In addition, it is to be understood that any and all attributes of the polypeptides described herein, such as percentage identities, polypeptide lengths, polypeptide fragments, biological activities, antibodies, etc. can be combined in any order or combination with respect to any target listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples and combinations thereof.

In one aspect, a polypeptide may comprise a full-length amino acid sequence corresponding to one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a full-length amino acid sequence with 1 to about 20 conservative amino acid substitutions. An amino acid sequence of any described herein can also be at least 50, 55, 60, 65, 70, 75, 80, 85, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, or 99.5%, or a range defined by any two of the preceding values, identical to the full-length sequence of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, which is either described herein, well known in the art, or a fragment thereof. In some embodiments, the present disclosure contemplates a composition comprising an isolated polypeptide corresponding to one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples polypeptide and less than about 25% in some embodiments, or 15% in some embodiments, or 5% in some embodiments, or a range defined by any two of the preceding values, contaminating biological macromolecules or polypeptides.

The present disclosure further provides compositions related to producing, detecting, characterizing, or modulating the level or activity of such polypeptides, or fragment thereof, such as nucleic acids, vectors, host cells, and the like. Such compositions may serve as compounds that modulate the expression and/or activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples.

An isolated polypeptide or a fragment thereof (or a nucleic acid encoding such a polypeptide) corresponding to one or more targets of the disclosure, including the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof, can be used as an immunogen to generate antibodies that bind to said immunogen, using standard techniques for polyclonal and monoclonal antibody preparation according to well-known methods in the art. An antigenic peptide comprises at least 8 amino acid residues and encompasses an epitope present in the respective full length molecule such that an antibody raised against the peptide forms a specific immune complex with the respective full length molecule. In some embodiments the antigenic peptide comprises at least 10 amino acid residues. In some embodiments such epitopes can be specific for a given polypeptide molecule from one species, such as mouse or human (e.g., an antigenic peptide that spans a region of the polypeptide molecule that is not conserved across species is used as immunogen; such non-conserved residues can be determined using an alignment such as that provided herein).

For example, a polypeptide immunogen typically is used to prepare antibodies by immunizing a suitable subject (e.g., rabbit, goat, mouse or other mammal) with the immunogen. An appropriate immunogenic preparation can contain, for example, a recombinantly expressed or chemically synthesized molecule or fragment thereof to which the immune response is to be generated. The preparation can further include an adjuvant, such as Freund's complete or incomplete adjuvant, or similar immunostimulatory agent. Immunization of a suitable subject with an immunogenic preparation induces a polyclonal antibody response to the antigenic peptide contained therein.

Polyclonal antibodies can be prepared as described above by immunizing a suitable subject with a polypeptide immunogen. The polypeptide antibody titer in the immunized subject can be monitored over time by standard techniques, such as with an enzyme linked immunosorbent assay (ELISA) using immobilized polypeptide. If desired, the antibody directed against the antigen can be isolated from the mammal (e.g., from the blood) and further purified by well-known techniques, such as protein A chromatography, to obtain the IgG fraction. At an appropriate time after immunization, e.g., when the antibody titers are highest, antibody-producing cells can be obtained from the subject and used to prepare monoclonal antibodies by standard techniques, such as the hybridoma technique (originally described by Kohler and Milstein (1975) Nature 256:495-497) (see also Brown et al. (1981) J. Immunol. 127:539-46; Brown et al. (1980) J. Biol. Chem. 255:4980-83; Yeh et al. (1976) Proc. Natl. Acad. Sci. 76:2927-31; Yeh et al. (1982) Int. J. Cancer 29:269-75), the more recent human B cell hybridoma technique (Kozbor et al. (1 83) Immunol. Today 4:72), the EBV-hybridoma technique (Cole et al. (1985) Monoclonal Antibodies and Cancer Therapy, Alan R. Liss, Inc., pp. 77-96) or trioma techniques. The technology for producing monoclonal antibody hybridomas is well known (see generally Kenneth, R. H. in Monoclonal Antibodies: A New Dimension In Biological Analyses, Plenum Publishing Corp., New York, N.Y. (1980); Lerner, E. A. (1981) Yale J. Biol. Med. 54:387-402; Gefter, M. L. et al. (1977) Somatic Cell Genet. 3:231-36). Briefly, an immortal cell line (typically a myeloma) is fused to lymphocytes (typically splenocytes) from a mammal immunized with an immunogen as described above, and the culture supernatants of the resulting hybridoma cells are screened to identify a hybridoma producing a monoclonal antibody that binds to the polypeptide antigen, in some embodiments specifically.

Any of the many well-known protocols used for fusing lymphocytes and immortalized cell lines can be applied for the purpose of generating a monoclonal antibody against one or more targets of the disclosure, including the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof (see, e.g., Galfre, G. et al. (1 77) Nature 266:550-52; Gefter et al. (1977) supra; Lerner (1981) supra; Kenneth (1980) supra). Moreover, the ordinary skilled worker will appreciate that there are many variations of such methods which also would be useful. Typically, the immortal cell line (e.g., a myeloma cell line) is derived from the same mammalian species as the lymphocytes. For example, murine hybridomas can be made by fusing lymphocytes from a mouse immunized with an immunogenic preparation of the present disclosure with an immortalized mouse cell line. In some embodiments immortal cell lines are mouse myeloma cell lines that are sensitive to culture medium containing hypoxanthine, aminopterin and thymidine (“HAT medium”). Any of a number of myeloma cell lines can be used as a fusion partner according to standard techniques, e.g., the P3-NSI/I-Ag4-1, P3-x63-Ag8.653 or Sp2/0-Agl4 myeloma lines. These myeloma lines are available from the American Type Culture Collection (ATCC), Rockville, Md. Typically, HAT-sensitive mouse myeloma cells are fused to mouse splenocytes using polyethylene glycol (“PEG”). Hybridoma cells resulting from the fusion are then selected using HAT medium, which kills unfused and unproductively fused myeloma cells (unfused splenocytes die after several days because they are not transformed). Hybridoma cells producing a monoclonal antibody of the disclosure are detected by screening the hybridoma culture supernatants for antibodies that bind a given polypeptide, e.g., using a standard ELISA assay. As an alternative to preparing monoclonal antibody-secreting hybridomas, a monoclonal specific for one of the above described polypeptides can be identified and isolated by screening a recombinant combinatorial immunoglobulin library (e.g., an antibody phage display library) with the appropriate polypeptide to thereby isolate immunoglobulin library members that bind the polypeptide. Kits for generating and screening phage display libraries are commercially available.

Additionally, recombinant polypeptide antibodies, such as chimeric and humanized monoclonal antibodies, comprising both human and non-human portions, which can be made using standard recombinant DNA techniques, are within the scope of the disclosure. Such chimeric and humanized monoclonal antibodies can be produced by recombinant DNA techniques known in the art. In addition, humanized antibodies can be made according to standard protocols such as those disclosed in U.S. Pat. No. 5,565,332. In some embodiments, antibody chains or specific binding pair members can be produced by recombination between vectors comprising nucleic acid molecules encoding a fusion of a polypeptide chain of a specific binding pair member and a component of a replicable generic display package and vectors containing nucleic acid molecules encoding a second polypeptide chain of a single binding pair member using techniques known in the art, e.g., as described in U.S. Pat. Nos. 5,565,332, 5,871,907, or 5,733,743. The use of intracellular antibodies to inhibit protein function in a cell is also known in the art.

Additionally, fully human antibodies could be made against targets of the disclosure, including the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof. Fully human antibodies can be made in mice that are transgenic for human immunoglobulin genes, e.g., according to Hogan, et al., “Manipulating the Mouse Embryo: A Laboratory Manuel,” Cold Spring Harbor Laboratory, which is herein incorporated by reference in its entirety. Briefly, transgenic mice are immunized with purified immunogen. Spleen cells are harvested and fused to myeloma cells to produce hybridomas. Hybridomas are selected based on their ability to produce antibodies which bind to the immunogen. Fully human antibodies would reduce the immunogenicity of such antibodies in a human.

In some embodiments, an antibody for use in the instant disclosure is a bispecific antibody. A bispecific antibody has binding sites for two different antigens within a single antibody polypeptide. Antigen binding may be simultaneous or sequential. Triomas and hybrid hybridomas are two examples of cell lines that can secrete bispecific antibodies. Examples of bispecific antibodies produced by a hybrid hybridoma or a trioma are disclosed in U.S. Pat. No. 4,474,893. Bispecific antibodies have been constructed by chemical means (Staerz et al (1985) Nature 314:628, and Perez et al. (1985) Nature 316:354) and hybridoma technology (Staerz and Bevan (1986) Proc. Natl. Acad. Sci. USA, 83:1453, and Staerz and Bevan (1986) Immunol. Today 7:241). Bispecific antibodies are also described in U.S. Pat. No. 5,959,084. Fragments of bispecific antibodies are described in U.S. Pat. No. 5,798,229.

Bispecific agents can also be generated by making heterohybridomas by fusing hybridomas or other cells making different antibodies, followed by identification of clones producing and co-assembling both antibodies. They can also be generated by chemical or genetic conjugation of complete immunoglobulin chains or portions thereof such as Fab and Fv sequences. The antibody component can bind to a polypeptide or a fragment thereof of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof. In some embodiments, the bispecific antibody could specifically bind to both a polypeptide or a fragment thereof and its natural binding partner(s) or a fragment(s) thereof.

Expression Vectors

In some embodiments, expression vectors, containing a nucleic acid encoding a target listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, or a fragment thereof, or an ortholog thereof. As used herein, the term “vector” has its ordinary meaning as understood in the art in view of the specification, and includes a nucleic acid molecule capable of transporting another nucleic acid to which it has been linked. One type of vector is a “plasmid”, which refers to a circular double stranded DNA loop into which additional DNA segments can be ligated. Another type of vector is a viral vector, wherein additional DNA segments can be ligated into the viral genome. Certain vectors are capable of autonomous replication in a host cell into which they are introduced (e.g., bacterial vectors having a bacterial origin of replication and episomal mammalian vectors). Other vectors (e.g., non-episomal mammalian vectors) are integrated into the genome of a host cell upon introduction into the host cell, and thereby are replicated along with the host genome. Moreover, certain vectors are capable of directing the expression of genes to which they are operatively linked. Such vectors are referred to herein, in some embodiments, as “expression vectors”. In general, expression vectors of utility in recombinant DNA techniques are often in the form of plasmids. In the present specification, “plasmid” and “vector” can be used interchangeably as the plasmid is the most commonly used form of vector. However, the disclosure is intended to include such other forms of expression vectors, such as viral vectors (e.g., replication defective retroviruses, adenoviruses and adeno-associated viruses), which serve equivalent functions. In some embodiments, adenoviral vectors comprising a target nucleic acid molecule are provided.

The recombinant expression vectors disclosed herein comprise, in some embodiments, a nucleic acid in a form suitable for expression of the nucleic acid in a host cell, which means that the recombinant expression vectors include one or more regulatory sequences, selected on the basis of the host cells to be used for expression, which is operatively linked to the nucleic acid sequence to be expressed. Within a recombinant expression vector, “operably linked” is intended to mean that the nucleotide sequence of interest is linked to the regulatory sequence(s) in a manner which allows for expression of the nucleotide sequence (e.g., in an in vitro transcription/translation system or in a host cell when the vector is introduced into the host cell). The term “regulatory sequence” is intended to include promoters, enhancers and other expression control elements (e.g., polyadenylation signals). Regulatory sequences include those which direct constitutive expression of a nucleotide sequence in many types of host cell and those which direct expression of the nucleotide sequence only in certain host cells (e.g., tissue-specific regulatory sequences). It will be appreciated by those skilled in the art that the design of the expression vector can depend on such factors as the choice of the host cell to be transformed, the level of expression of protein desired, etc. The expression vectors of the disclosure can be introduced into host cells to thereby produce proteins or peptides, including fusion proteins or peptides, encoded by nucleic acids as described herein.

The recombinant expression vectors of the disclosure can be designed for expression of the desired target in prokaryotic or eukaryotic cells or human or non-human hosts. For example, a target can be expressed in bacterial cells such as E. coli, insect cells (using baculovirus expression vectors) yeast cells or mammalian cells. Suitable host cells are discussed further in Goeddel, Gene Expression Technology”. Methods in Enzymolog 185, Academic Press, San Diego, Calif. (1990). In some embodiments, the recombinant expression vector can be transcribed and translated in vitro, for example using T7 promoter regulatory sequences and T7 polymerase. In some embodiments, the recombinant mammalian expression vector is capable of directing expression of the nucleic acid preferentially in a particular cell type (e.g., tissue-specific regulatory elements are used to express the nucleic acid). Tissue-specific regulatory elements are known in the art.

Additionally suitable nucleic acid delivery systems include viral vector, typically sequence from at least one of an adenovirus, adenovirus-associated virus (AAV), helper-dependent adenovirus, retrovirus, or hemagglutinatin virus of Japan-liposome (HVJ) complex. In some embodiments, the viral vector comprises a strong eukaryotic promoter operably linked to the polynucleotide e.g., a cytomegalovirus (CMV) promoter.

In some embodiments vectors include viral vectors, fusion proteins and chemical conjugates. Retroviral vectors include Moloney murine leukemia viruses and HIV-based viruses. In some embodiments the HIV-based viral vector comprises at least two vectors wherein the gag and pol genes are from an HIV genome and the env gene is from another virus. DNA viral vectors are employed in some embodiments. These vectors include pox vectors such as orthopox or avipox vectors, herpesvirus vectors such as a herpes simplex I virus (HSV) vector, Adenovirus Vectors and Adeno-associated Virus Vectors.

Delivery of vectors directly to the brain, e.g., the striatum, the thalamus, the hippocampus, or the substantia nigra, is known in the art and described, e.g., in U.S. Pat. No. 6,756,523, “Adenovirus vectors for the transfer of foreign genes into cells of the central nervous system particularly in brain,” incorporated herein by reference. Administration can be rapid as by injection or made over a period of time as by slow infusion or administration of slow release formulations

Peptides and Peptide Mimetics

In some embodiments, peptides or peptide mimetics can be used to antagonize or promote the activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment(s) thereof. In some embodiments, variants of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples which function as a modulating agent for the respective full length protein, can be identified by screening combinatorial libraries of mutants, e.g., truncation mutants, for antagonist activity. In some embodiments, a variegated library of variants is generated by combinatorial mutagenesis at the nucleic acid level and is encoded by a variegated gene library. A variegated library of variants can be produced, for instance, by enzymatically ligating a mixture of synthetic oligonucleotides into gene sequences such that a degenerate set of potential polypeptide sequences is expressible as individual polypeptides containing the set of polypeptide sequences therein. There are a variety of methods which can be used to produce libraries of polypeptide variants from a degenerate oligonucleotide sequence. Chemical synthesis of a degenerate gene sequence can be performed in an automatic DNA synthesizer, and the synthetic gene then ligated into an appropriate expression vector. Use of a degenerate set of genes allows for the provision, in one mixture, of all of the sequences encoding the desired set of potential polypeptide sequences. Methods for synthesizing degenerate oligonucleotides are known in the art (see, e.g., Narang, S. A. (1983) Tetrahedron 39:3; Itakura el al (1984) Annu. Rev. Bioche. 53:323; Itakura et al. (1984) Science 198: 1056; Ike etal. (1983) Nucleic Acid Res. 11:477.

In addition, libraries of fragments of a polypeptide coding sequence can be used to generate a variegated population of polypeptide fragments for screening and subsequent selection of variants of a given polypeptide. In some embodiments, a library of coding sequence fragments can be generated by treating a double stranded PCR fragment of a polypeptide coding sequence with a nuclease under conditions wherein nicking occurs only about once per polypeptide, denaturing the double stranded DNA, renaturing the DNA to form double stranded DNA which can include sense/antisense pairs from different nicked products, removing single stranded portions from reformed duplexes by treatment with S 1 nuclease, and ligating the resulting fragment library into an expression vector. By this method, an expression library can be derived which encodes N-terminal, C-terminal and internal fragments of various sizes of the polypeptide. Several techniques are known in the art for screening gene products of combinatorial libraries made by point mutations or truncation, and for screening cDNA libraries for gene products having a selected property. Such techniques are adaptable for rapid screening of the gene libraries generated by the combinatorial mutagenesis of polypeptides. The most widely used techniques, which are amenable to high through-put analysis, for screening large gene libraries typically include cloning the gene library into replicable expression vectors, transforming appropriate cells with the resulting library of vectors, and expressing the combinatorial genes under conditions in which detection of a desired activity facilitates isolation of the vector encoding the gene whose product was detected. Recursive ensemble mutagenesis (REM), a technique which enhances the frequency of functional mutants in the libraries, can be used in combination with the screening assays to identify variants of interest (Arkin and Youvan (1992) Proc. Natl. Acad. Sci. USA 89:7811-7815; Delagrave et al. (1993) Protein Eng. 6(3):327-331). In some embodiments, cell based assays can be exploited to analyze a variegated polypeptide library. For example, a library of expression vectors can be transfected into a cell line which ordinarily synthesizes one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof. The transfected cells are then cultured such that the full length polypeptide and a particular mutant polypeptide are produced and the effect of expression of the mutant on the full length polypeptide activity in cell supernatants can be detected, e.g., by any of a number of functional assays. Plasmid DNA can then be recovered from the cells which score for inhibition, or in some embodiments, potentiation of full length polypeptide activity, and the individual clones further characterized.

Systematic substitution of one or more amino acids of a polypeptide amino acid sequence with a D-amino acid of the same type (e.g., D-lysine in place of L-lysine) can be used to generate more stable peptides. In addition, constrained peptides comprising a polypeptide amino acid sequence of interest or a substantially identical sequence variation can be generated by methods known in the art (Rizo and Gierasch (1992) Annu. Rev. Biochem. 61:387, incorporated herein by reference); for example, by adding internal cysteine residues capable of forming intramolecular disulfide bridges which cyclize the peptide.

The amino acid sequences disclosed herein will enable those of skill in the art to produce polypeptides corresponding peptide sequences and sequence variants thereof. Such polypeptides can be produced in prokaryotic or eukaryotic host cells by expression of polynucleotides encoding the peptide sequence, frequently as part of a larger polypeptide. In some embodiments, such peptides can be synthesized by chemical methods. Methods for expression of heterologous proteins in recombinant hosts, chemical synthesis of polypeptides, and in vitro translation are well known in the art and are described further in Maniatis et al. Molecular Cloning: A Laboratory Manual (1989), 2nd Ed., Cold Spring Harbor, N.Y.; Berger and Kimmel, Methods in Enzymology, Volume 152, Guide to Molecular Cloning Techniques (1 87), Academic Press, Inc., San Diego, Calif.; Merrifield, J. (1969) J. Am. Chem. Soc. 91:501; Chaiken I. M. (1981) CRC Crit. Rev. Biochem. 1 1: 255; Kaiser et al. (1989) Science 243: 187; Merrifield, B. (1986) Science 232:342; Kent, S. B. H. (1988) >>ηκ. Rev. Biochem. 57:957; and Offord, R. E. (1980) Semisynthetic Proteins, Wiley Publishing, which are incorporated herein by reference).

Peptides can be produced, typically by direct chemical synthesis. Peptides can be produced as modified peptides, with nonpeptide moieties attached by covalent linkage to the N-terminus and/or C-terminus. In some embodiments, either the carboxy-terminus or the ammo-terminus, or both, are chemically modified. The most common modifications of the terminal amino and carboxyl groups are acetylation and amidation, respectively. Amino-terminal modifications such as acylation {e.g., acetylation) or alkylation (e.g., methylation) and carboxy-terminal-modifications such as amidation, as well as other terminal modifications, including cyclization, can be incorporated into various embodiments of the disclosure. Certain amino-terminal and/or carboxy-terminal modifications and/or peptide extensions to the core sequence can provide advantageous physical, chemical, biochemical, and pharmacological properties, such as: enhanced stability, increased potency and/or efficacy, resistance to serum proteases, desirable pharmacokinetic properties, and others. Peptides disclosed herein can be used therapeutically to treat disease, e.g., by altering costimulation in a patient. Peptidomimetics (Fauchere, J. (1986) Adv. Drug Res. 15:29; Veber and Freidinger (1985) TINS p. 392; and Evans et al. (1987) J. Med. Chem. 30:1229, which are incorporated herein by reference) are usually developed with the aid of computerized molecular modeling. Peptide mimetics that are structurally similar to therapeutically useful peptides can be used to produce an equivalent therapeutic or prophylactic effect. Generally, peptidomimetics are structurally similar to a paradigm polypeptide (e.g., a polypeptide that has a biological or pharmacological activity), but have one or more peptide linkages optionally replaced by a linkage selected from the group consisting of: —CH2NH—, —CH₂S—, —CH2-CH2-, —CH═CH— (cis and trans), —COCH2-, —CH(OH)CH2-, and —CH2SO—, by methods known in the art and further described in the following references: Spatola, A. F. in “Chemistry and Biochemistry of Amino Acids, Peptides, and Proteins” Weinstein, B., ed., Marcel Dekker, New York, p. 267 (1983); Spatola, A. F., Vega Data (March 1983), Vol. 1, Issue 3, “Peptide Backbone Modifications” (general review); Morley, J. S. (1980) Trends Pharm. Sci. pp. 463-468 (general review); Hudson, D. et al. (1979) Int. J. Pept. Prot. Res. 14: 177-185 (—CH2NH—, CH2CH2-); Spatola, A. F. et al. (1986) Life Sci. 38: 1243-1249 (—CH2-S); Hann, M. M. (1982) J. Chem. Soc. Perkin Trans./. 307-314 (—CH—CH—, cis and trans); Almquist, R. G. et al. (190) J Med. Chem. 23:1392-1398 (—COCH2-); Jennings-White, C. et al. (1982) Tetrahedron Lett. 23:2533 (—COCH2-); Szelke, M. et al. European Appln. EP 45665 (1 82) CA: 97:39405 (1982)(—CH(OH)CH2-); Holladay, M. W. et al. (1983) Tetrahedron Lett. (1983) 24:4401-4404 (—C(OH)CH2-); and Hruby, V. J. (1982) Life Sci. (1982) 31: 189-199 (—CH2-S—); each of which is incorporated herein by reference. In some embodiments the non-peptide linkage is —CH2NH—. Such peptide mimetics may have significant advantages over polypeptide embodiments, including, for example: more economical production, greater chemical stability, enhanced pharmacological properties (half-life, absorption, potency, efficacy, etc.), altered specificity (e.g., a broad-spectrum of biological activities), reduced antigenicity, and others. Labeling of peptidomimetics usually involves covalent attachment of one or more labels, directly or through a spacer (e.g., an amide group), to non-interfering position(s) on the peptidomimetic that are predicted by quantitative structure-activity data and or molecular modeling. Such non-interfering positions generally are positions that do not form direct contacts with the macropolypeptides(s) to which the peptidomimetic binds to produce the therapeutic effect. Derivitization (e.g., labeling) of peptidomimetics should not substantially interfere with the desired biological or pharmacological activity of the peptidomimetic.

Small Molecules

Also encompassed by the present disclosure are small molecules which can modulate (either enhance or inhibit) interactions, e.g., between targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples and their natural binding partners, or inhibit activity. The small molecules of the present disclosure can be obtained using any of the numerous approaches in combinatorial library methods known in the art, including: spatially addressable parallel solid phase or solution phase libraries; synthetic library methods requiring deconvolution; the ‘one-bead one-compound’ library method; and synthetic library methods using affinity chromatography selection. (Lam, K. S. (1997) Anticancer Drug Des. 12:145).

Examples of methods for the synthesis of molecular libraries can be found in the art, for example in: DeWitt etal. (1993) Proc. Natl. Acad. Sci. USA 90:6909; Erb et al. (1994) Proc. Natl. Acad. Sci. USA 91:11422; Zuckermann e/a/. (1994) J Med. Chem. 37:2678; Cho et al. (1993) Science 261:1303; Carrell et al. (1994) Angew. Chem. Int. Ed. Engl. 33:2059; Carell et al. (1994) Angew. Chem. Int. Ed. Engl. 33:2061; and in Gallop et al. (1994) J Med. Chem. 37:1233.

Libraries of compounds can be presented in solution (e.g., Houghten (1992) Biotechniques 13:412-421), or on beads (Lam (1991) Nature 354:82-84), chips (Fodor (1993) Nature 364:555-556), bacteria (Ladner U.S. Pat. No. 5,223,409), spores (Ladner USP '409), plasmids (Cull et al. (1992) Proc. Natl. Acad. Sci. USA 89:1865-1869) or on phage (Scott and Smith (1990) Science 249:386-390); (Devlin (1990) Science 249:404-406); (Cwirla ei al. (1990) Proc. Natl. Acad. Sci. USA 87:6378-6382); (Felici (1991) J. Mol. Biol. 222:301-310); (Ladner supra.). Compounds can be screened in cell based or non-cell based assays. Compounds can be screened in pools (e.g., multiple compounds in each testing sample) or as individual compounds.

Chimeric and Fusion Proteins

The disclosure also relates to chimeric or fusion proteins of the targets of the disclosure, including the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof. As used herein, a “chimeric protein” or “fusion protein” have their ordinary meaning as understood in the art in view of the specification, and include one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, operatively linked to another polypeptide having an amino acid sequence corresponding to a protein which is not substantially homologous to the respective target. In some embodiments, the fusion protein comprises at least one biologically active portion of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof. Within the fusion protein, the term “operatively linked” is intended to indicate that the target sequences and the non-target sequences are fused in-frame to each other in such a way as to preserve functions exhibited when expressed independently of the fusion. The “another” sequences can be fused to the N-terminus or C-terminus of the target sequences, respectively.

Such a fusion protein can be produced by recombinant expression of a nucleotide sequence encoding the first peptide and a nucleotide sequence encoding the second peptide. The second peptide may optionally correspond to a moiety that alters the solubility, affinity, stability or valency of the first peptide, for example, an immunoglobulin constant region. In some embodiments, the first peptide consists of a portion of a biologically active molecule (e.g., the extracellular portion of the polypeptide or the ligand binding portion). The second peptide can include an immunoglobulin constant region, for example, a human Cyl domain or Cy4 domain {e.g., the hinge, CH2 and CH3 regions of human IgOy 1, or human IgCy4, see e.g., Capon et al. U.S. Pat. Nos. 5,116,964; 5,580,756; 5,844,095 and the like, incorporated herein by reference). Such constant regions may retain regions which mediate effector function {e.g., Fc receptor binding) or may be altered to reduce effector function. A resulting fusion protein may have altered solubility, binding affinity, stability and/or valency (e.g., the number of binding sites available per polypeptide) as compared to the independently expressed first peptide, and may increase the efficiency of protein purification. Fusion proteins and peptides produced by recombinant techniques can be secreted and isolated from a mixture of cells and medium containing the protein or peptide. In some embodiments, the protein or peptide can be retained cytoplasmically and the cells harvested, lysed and the protein isolated. A cell culture typically includes host cells, media and other byproducts. Suitable media for cell culture are well known in the art. Protein and peptides can be isolated from cell culture media, host cells, or both using techniques known in the art for purifying proteins and peptides. Techniques for transfecting host cells and purifying proteins and peptides are known in the art.

In some embodiments, a fusion protein of the disclosure is produced by standard recombinant DNA techniques. For example, DNA fragments coding for the different polypeptide sequences are ligated together in-frame in accordance with conventional techniques, for example employing blunt-ended or stagger-ended termini for ligation, restriction enzyme digestion to provide for appropriate termini, filling-in of cohesive ends as appropriate, alkaline phosphatase treatment to avoid undesirable joining, and enzymatic ligation. In some embodiments, the fusion gene can be synthesized by conventional techniques including automated DNA synthesizers. In some embodiments, PCR amplification of gene fragments can be carried out using anchor primers which give rise to complementary overhangs between two consecutive gene fragments which can subsequently be annealed and reamplified to generate a chimeric gene sequence (see, for example, Current Protocols in Molecular Biology, eds. Ausubel et al. John Wiley & Sons: 1 92). In some embodiments, the fusion protein contains a heterologous signal sequence at its N-terminus. In certain host cells (e.g., mammalian host cells), expression and/or secretion of a polypeptide can be increased through use of a heterologous signal sequence.

The fusion proteins of the disclosure can be used as immunogens to produce antibodies in a subject. Such antibodies may be used to purify the respective natural polypeptides from which the fusion proteins were generated, or in screening assays to identify polypeptides which inhibit the interactions between one or more targets polypeptide or a fragment thereof and its natural binding partners) or a fragments) thereof.

Small Nucleic Acids and Antisense Oligonucleotides

Also provided herein are compositions comprising one or more nucleic acids comprising or capable of expressing at least 1, 2, 3, 4, 5, 10, 20 or more small nucleic acids or antisense oligonucleotides or derivatives thereof, wherein said small nucleic acids or antisense oligonucleotides or derivatives thereof in a cell specifically hybridize (e.g., bind) under cellular conditions, with cellular nucleic acids (e.g., small non-coding RNAS such as miRNAs, pre-miRNAs, pri-miRNAs, miRNA*, anti-mi RNA, a miRNA binding site, a variant and/or functional variant thereof, cellular mRNAs or a fragments thereof). In some embodiments, expression of the small nucleic acids or antisense oligonucleotides or derivatives thereof in a cell can enhance or upregulate one or more biological activities associated with the corresponding wild-type, naturally occurring, or synthetic small nucleic acids. In some embodiments, expression of the small nucleic acids or antisense oligonucleotides or derivatives thereof in a cell can inhibit expression or biological activity of cellular nucleic acids and/or proteins, e.g., by inhibiting transcription, translation and/or small nucleic acid processing of, for example, one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragment(s) thereof. In some embodiments, the small nucleic acids or antisense oligonucleotides or derivatives thereof are small RNAs (e.g., microRNAs) or complements of small RNAs. In some embodiments, the small nucleic acids or antisense oligonucleotides or derivatives thereof can be single or double stranded and are at least six nucleotides in length and are less than about 1000, 900, 800, 700, 600, 500, 400, 300, 200, 100, 50, 40, 30, 25, 24, 23, 22, 21, 20, 19, 18, 17, 16, 15, or 10, or a range defined by any two of the preceding values, nucleotides in length. In some embodiment, a composition may comprise a library of nucleic acids comprising or capable of expressing small nucleic acids or antisense oligonucleotides or derivatives thereof, or pools of said small nucleic acids or antisense oligonucleotides or derivatives thereof. A pool of nucleic acids may comprise about 2-5, 5-10, 10-20, 10-30 or more nucleic acids comprising or capable of expressing small nucleic acids or antisense oligonucleotides or derivatives thereof.

In some embodiments, binding may be by conventional base pair complementarity, or, for example, in the case of binding to DNA duplexes, through specific interactions in the major groove of the double helix. In general, “antisense” refers to the range of techniques generally employed in the art, and includes any process that relies on specific binding to oligonucleotide sequences.

It is well known in the art that modifications can be made to the sequence of a miRNA or a pre-miRNA without disrupting miRNA activity. As used herein, the term “functional variant” have their ordinary meaning as understood in the art in view of the specification, and include a miRNA sequence refers to an oligonucleotide sequence that varies from the natural miRNA sequence, but retains one or more functional characteristics of the miRNA (e.g., specific miRNA target inhibition). In some embodiments, a functional variant of a miRNA sequence retains all of the functional characteristics of the miRNA. In some embodiments, a functional variant of a miRNA has a nucleobase sequence that is a least about 60%, 65%, 70%, 75%, 80%, 85%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98% or 99%, or a range defined by any two of the preceding values, identical to the miRNA or precursor thereof over a region of about 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100 or more, or a range defined by any two of the preceding values, nucleobases, or that the functional variant hybridizes to the complement of the miRNA or precursor thereof under stringent hybridization conditions. Accordingly, in some embodiments the nucleobase sequence of a functional variant is capable of hybridizing to one or more target sequences of the miRNA.

miRNAs and their corresponding stem-loop sequences described herein may be found in miRBase, an online searchable database of miRNA sequences and annotation, found on the world wide web at microrna.sanger.ac.uk. Entries in the miRBase Sequence database represent a predicted hairpin portion of a miRNA transcript (the stem-loop), with information on the location and sequence of the mature miRNA sequence. The miRNA stem-loop sequences in the database are not strictly precursor miRNAs (pre-miRNAs), and may in some instances include the pre-miRNA and some flanking sequence from the presumed primary transcript. The miRNA nucleobase sequences described herein encompass any version of the miRNA, including the sequences described in Release 10.0 of the miRBase sequence database and sequences described in any earlier Release of the miRBase sequence database. A sequence database release may result in the re-naming of certain miRNAs. A sequence database release may result in a variation of a mature miRNA sequence.

In some embodiments, miRNA sequences of the disclosure may be associated with a second RNA sequence that may be located on the same RNA molecule or on a separate RNA molecule as the miRNA sequence. In such cases, the miRNA sequence may be referred to as the active strand, while the second RNA sequence, which is at least partially complementary to the miRNA sequence, may be referred to as the complementary strand. The active and complementary strands are hybridized to create a double-stranded RNA that is similar to a naturally occurring miRNA precursor. The activity of a miRNA may be optimized by maximizing uptake of the active strand and minimizing uptake of the complementary strand by the miRNA protein complex that regulates gene translation. This can be done through modification and or design of the complementary strand.

In some embodiments, the complementary strand is modified so that a chemical group other than a phosphate or hydroxyl at its 5′ terminus. The presence of the 5′ modification apparently eliminates uptake of the complementary strand and subsequently favors uptake of the active strand by the miRNA protein complex. The 5′ modification can be any of a variety of molecules known in the art, including NH₂, NHCOCH₃, and biotin. In some embodiment, the uptake of the complementary strand by the miRNA pathway is reduced by incorporating nucleotides with sugar modifications in the first 2-6 nucleotides of the complementary strand. It should be noted that such sugar modifications can be combined with the 5′ terminal modifications described above to further enhance miRNA activities.

In some embodiments, the complementary strand is designed so that nucleotides in the 3′ end of the complementary strand are not complementary to the active strand. This results in double-strand hybrid RNAs that are stable at the 3′ end of the active strand but relatively unstable at the 5′ end of the active strand. This difference in stability enhances the uptake of the active strand by the miRNA pathway, while reducing uptake of the complementary strand, thereby enhancing miRNA activity.

Small nucleic acid and/or antisense constructs of the methods and compositions presented herein can be delivered, for example, as an expression plasmid which, when transcribed in the cell, produces RNA which is complementary to at least a unique portion of cellular nucleic acids (e.g., small RNAs, mRNA, and/or genomic DNA). In some embodiments, the small nucleic acid molecules can produce RNA which encodes mR A, miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof. For example, selection of plasmids suitable for expressing the miRNAs, methods for inserting nucleic acid sequences into the plasmid, and methods of delivering the recombinant plasmid to the cells of interest are within the skill in the art. See, for example, Zeng et al. (2002), Molecular Cell 9:1327-1333; Tuschl (2002), Nat. Biotechnol, 20:446-448; Brummelkamp et al. (2002), Science 296:550-553; Miyagishi et al. (2002), Nat. Biotechnol. 20:497-500; Paddison et al. (2002), Genes Dev. 16:948-958; Lee et I. (2002), Nat. Biotechnol. 20:500-505; and Paul et al. (2002), Nat. Biotechnol. 20:505-508, the entire disclosures of which are herein incorporated by reference.

In some embodiments, small nucleic acids and/or antisense constructs are oligonucleotide probes that are generated ex vivo and which, when introduced into the cell, results in hybridization with cellular nucleic acids. Such oligonucleotide probes are in some embodiments modified oligonucleotides that are resistant to endogenous nucleases, e.g., exonucleases and/or endonucleases, and are therefore stable in vivo. Exemplary nucleic acid molecules for use as small nucleic acids and/or antisense oligonucleotides are phosphoramidate, phosphothioate and methylphosphonate analogs of DNA (see also U.S. Pat. Nos. 5,176,996; 5,264,564; and 5,256,775). Additionally, general approaches to constructing oligomers useful in antisense therapy have been reviewed, for example, by Van der Krol et al. (1988) BioTechniques 6:958-976; and Stein et al. (1988) Cancer Res 48:2659-2668.

Antisense approaches may involve the design of oligonucleotides (either DNA or RNA) that are complementary to cellular nucleic acids (e.g., complementary to targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples). Absolute complementarity is not required. In the case of double-stranded antisense nucleic acids, a single strand of the duplex DNA may thus be tested, or triplex formation may be assayed. The ability to hybridize will depend on both the degree of complementarity and the length of the antisense nucleic acid. Generally, the longer the hybridizing nucleic acid, the more base mismatches with a nucleic acid (e.g., RNA) it may contain and still form a stable duplex (or triplex, as the case may be). One skilled in the art can ascertain a tolerable degree of mismatch by use of standard procedures to determine the melting point of the hybridized complex.

Oligonucleotides that are complementary to the 5′ end of the mRNA, e.g., the 5′ untranslated sequence up to and including the AUG initiation codon, should work most efficiently at inhibiting translation. However, sequences complementary to the 3′ untranslated sequences of mRNAs have recently been shown to be effective at inhibiting translation of mRNAs as well (Wagner, R. (1994) Nature 372:333). Therefore, oligonucleotides complementary to either the 5′ or 3′ untranslated, non-coding regions of genes could be used in an antisense approach to inhibit translation of endogenous mRNAs. Oligonucleotides complementary to the 5′ untranslated region of the mRNA may include the complement of the AUG start codon. Antisense oligonucleotides complementary to mRNA coding regions are less efficient inhibitors of translation but could also be used in accordance with the methods and compositions presented herein. Whether designed to hybridize to the 5′, 3′ or coding region of cellular mRNAs, small nucleic acids and/or antisense nucleic acids should be at least six nucleotides in length, and can be less than about 1000, 900, 800, 700, 600, 500, 400, 300, 200, 100, 50, 40, 30, 25, 24, 23, 22, 21, 20, 19, 18, 17, 16, 15, or 10, or a range defined by any two of the preceding values, nucleotides in length.

Regardless of the choice of target sequence, in some embodiments in vitro studies are first performed to quantitate the ability of the antisense oligonucleotide to inhibit gene expression. In some embodiments these studies utilize controls that distinguish between antisense gene inhibition and nonspecific biological effects of oligonucleotides. In some embodiment these studies compare levels of the target nucleic acid or protein with that of an internal control nucleic acid or protein. Additionally, it is envisioned that results obtained using the antisense oligonucleotide are compared with those obtained using a control oligonucleotide. In some embodiments the control oligonucleotide is of approximately the same length as the test oligonucleotide and that the nucleotide sequence of the oligonucleotide differs from the antisense sequence no more than is necessary to prevent specific hybridization to the target sequence.

Small nucleic acids and/or antisense oligonucleotides can be DNA or RNA or chimeric mixtures or derivatives or modified versions thereof, single-stranded or double-stranded. Small nucleic acids and/or antisense oligonucleotides can be modified at the base moiety, sugar moiety, or phosphate backbone, for example, to improve stability of the molecule, hybridization, etc., and may include other appended groups such as peptides {e.g., for targeting host cell receptors), or agents facilitating transport across the cell membrane (see, e.g., Letsinger et al. (1989) Proc. Natl. Acad. Sci. U.S.A. 86:6553-6556; Lemaitre et al. (1 87) Proc. Natl. Acad. Sci. 84:648-652; PCT Publication No. WO88/09810, published Dec. 15, 1988) or the blood-brain barrier (see, e.g., PCT Publication No. WO89/10134, published Apr. 25, 1988), hybridization-triggered cleavage agents. (See, e.g., Rrol et al. (1988) BioTechniques 6:958-976) or intercalating agents. (See, e.g., Zon (1988), Pharm. Res. 5:539-549). To this end, small nucleic acids and/or antisense oligonucleotides may be conjugated to another molecule, e.g., a peptide, hybridization triggered cross-linking agent, transport agent, hybridization-triggered cleavage agent, etc.

Small nucleic acids and/or antisense oligonucleotides may comprise at least one modified base moiety which is selected from the group including but not limited to 5-fluorouracil, 5-bromouracil, 5-chlorouracil, 5-iodouracil, hypoxanthine, xantine, 4-acetylcytosine, 5-(carboxyhydroxytiethyl) uracil, 5-carboxymethylaminomethyl-2-thiouridine, 5-carboxymemylaminomethyluracil, dihydrouracil, beta-D-galactosylqueosine, inosine, N6-isopcntenyladenine, 1-methylguanine, 1-methylinosine, 2,2-dimethylguanine, 2-methyladenine, 2-methylguanine, 3-methylcytosine, 5-methylcytosine, N6-adenine, 7-methylguanine, 5-methylaminomethyluracil, 5-memoxyarnmomemyl-2-tMouraciL beta-D-mannosylqueosine, 5′-methoxycarboxymethyluracil, 5-methoxyuracil, 2-methylthio-N6-isopentenyladenine, uracil-5-oxyacetic acid (v), wybutoxosine, pseudouracil, queosine, 2-thiocytosine, 5-methyl-2-thiouracil, 2-thiouracil, 4-thiouracil, 5-methyluracil, uracil-5-oxyacetic acid methylester, uracil-5-oxyacetic acid (v), 5-methyl-2-thiouracil, 3-(3-amino-3-N-2-carboxypropyl) uracil, (acp3)w, and 2,6-diaminopurine. Small nucleic acids and/or antisense oligonucleotides may also comprise at least one modified sugar moiety selected from the group including but not limited to arabinose, 2-fluoroarabinose, xylulose, and hexose.

In some embodiments, a compound comprises an oligonucleotide (e.g., a miRNA or miRNA encoding oligonucleotide) conjugated to one or more moieties which enhance the activity, cellular distribution or cellular uptake of the resulting oligonucleotide. In certain such embodiments, the moiety is a cholesterol moiety (e.g., antagomirs) or a lipid moiety or liposome conjugate. Additional moieties for conjugation include carbohydrates, phospholipids, biotin, phenazine, folate, phenanthridine, anthraquinone, acridine, fluoresceins, rhodamines, coumarins, and dyes. In some embodiments, a conjugate group is attached directly to the oligonucleotide. In some embodiments, a conjugate group is attached to the oligonucleotide by a linking moiety selected from amino, hydroxyl, carboxylic acid, thiol, unsaturations (e.g., double or triple bonds), 8-amino-3,6-dioxaoctanoic acid (ADO), succinimidyl 4-(N-maleimidomethyl) cyclohexane-1-carboxylate (SMCC), 6-aminohexanoic acid (AHEX or AHA), substituted Cl—ClO alkyl, substituted or unsubstituted C2-C10 alkenyl, and substituted or unsubstituted C2-C10 alkynyl. In certain such embodiments, a substituent group is selected from hydroxyl, amino, alkoxy, carboxy, benzyl, phenyl, nitro, thiol, thioalkoxy, halogen, alkyl, aryl, alkenyl and alkynyl.

In certain such embodiments, the compound comprises the oligonucleotide having one or more stabilizing groups that are attached to one or both termini of the oligonucleotide to enhance properties such as, for example, nuclease stability. Included in stabilizing groups are cap structures. These terminal modifications protect the oligonucleotide from exonuclease degradation, and can help in delivery and/or localization within a cell. The cap can be present at the S′-terminus (5′-cap), or at the 3′-terminus (3′-cap), or can be present on both termini. Cap structures include, for example, inverted deoxy abasic caps.

Suitable cap structures include a 4′,5′-methylene nucleotide, a 1-(beta-D-erythrofuranosyl) nucleotide, a 4′-thio nucleotide, a carbocyclic nucleotide, a 1,5-anhydrohexitol nucleotide, an L-nucleotide, an alpha-nucleotide, a modified base nucleotide, a phosphorodithioate linkage, a threo-pentofuranosyl nucleotide, an acyclic 3′,4′-seco nucleotide, an acyclic 3,4-dihydroxybutyl nucleotide, an acyclic 3,5-dihydroxypentyl nucleotide, a 3′-3′-inverted nucleotide moiety, a 3′-3′-inverted abasic moiety, a 3′-2′-inverted nucleotide moiety, a 3′-2′-inverted abasic moiety, a 1,4-butanediol phosphate, a 3′-phosphoramidate, a hexylphosphate, an aminohexyl phosphate, a 3′-phosphate, a 3′-phosphorothioate, a phosphorodithioate, a bridging methylphosphonate moiety, and a non-bridging methylphosphonate moiety 5′-amino-alkyl phosphate, a 1,3-diamino-2-propyl phosphate, 3-aminopropyl phosphate, a 6-aminohexyl phosphate, a 1,2-aminododecyl phosphate, a hydroxypropyl phosphate, a 5′-5′-inverted nucleotide moiety, a 5′-5′-inverted abasic moiety, a S′-phosphoramidate, a 5′-phosphorothioate, a 5′-amino, a bridging and/or non-bridging 5-phosphoramidate, a phosphorothioate, and a 5-mercapto moiety.

Small nucleic acids and/or antisense oligonucleotides can also contain a neutral peptide-like backbone. Such molecules are termed peptide nucleic acid (PNA)-oligomers and are described, e.g., in Perry-O'Keefe et al. (1996) Proc. Natl. Acad. Sci. U.S.A. 93:14670 and in Eglom et al. (1993) Nature 365:566. One advantage of PNA oligomers is their capability to bind to complementary DNA essentially independently from the ionic strength of the medium due to the neutral backbone of the DNA. In some embodiments, small nucleic acids and/or antisense oligonucleotides comprises at least one modified phosphate backbone selected from the group consisting of a phosphorothioate, a phosphorodithioate, a phosphoramidothioate, a phosphoramidate, a phosphordiamidate, a methylphosphonate, an alkyl phosphotriester, and a formacetal or analog thereof.

In a further embodiment, small nucleic acids and/or antisense oligonucleotides are a-anomeric oligonucleotides. An ot-anomeric oligonucleotide forms specific double-stranded hybrids with complementary RNA in which, contrary to the usual b-units, the strands run parallel to each other (Gautier et al. (1987) Nucl. Acids Res. 15:6625-6641). The oligonucleotide is a 2′-O-methylribonucleotide (Inoue et al. (1 87) Nucl. Acids Res. 15:6131-6148), or a chimeric RNA-DNA analogue (Inoue et al. (1987) FEBS Lett. 215:327-330).

Small nucleic acids and/or antisense oligonucleotides of the methods and compositions presented herein may be synthesized by standard methods known in the art, e.g., by use of an automated DNA synthesizer (such as are commercially available from Bioscarch, Applied Biosy stems, etc.). As examples, phosphorothioate oligonucleotides may be synthesized by the method of Stein et al. (1988) Nucl. Acids Res. 16:3209, methylphosphonate oligonucleotides can be prepared by use of controlled pore glass polymer supports (Sarin et al. (1988) Proc. Natl. Acad. Sci. U.S.A. 85:7448-7451), etc. For example, an isolated miRNA can be chemically synthesized or recombinantly produced using methods known in the art. In some instances, miRNA are chemically synthesized using appropriately protected ribonucleoside phosphoramidites and a conventional DNA/RNA synthesizer. Commercial suppliers of synthetic RNA molecules or synthesis reagents include, e.g., Proligo (Hamburg, Germany), Dharmacon Research (Lafayette, Colo., USA), Pierce Chemical (part of Perbio Science, Rockford, 111., USA), Glen Research (Sterling, Va., USA), ChemGenes (Ashland, Mass., USA), Cruachem (Glasgow, UK), and Exiqon (Vedbaek, Denmark).

Small nucleic acids and/or antisense oligonucleotides can be delivered to cells in vivo. A number of methods have been developed for delivering small nucleic acids and/or antisense oligonucleotides DNA or RNA to cells; e.g., antisense molecules can be injected directly into the tissue site, or modified antisense molecules, designed to target the desired cells (e.g., antisense linked to peptides or antibodies that specifically bind receptors or antigens expressed on the target cell surface) can be administered systematically. In some embodiments, small nucleic acids and/or antisense oligonucleotides may comprise or be generated from double stranded small interfering RNAs (siRNAs), in which sequences fully complementary to cellular nucleic acids (e.g., mRNAs) sequences mediate degradation or in which sequences incompletely complementary to cellular nucleic acids (e.g., mRNAs) mediate translational repression when expressed within cells. In some embodiment, double stranded siRNAs can be processed into single stranded antisense RNAs that bind single stranded cellular RNAs (e.g., microRNAs) and inhibit their expression. RNA interference (RNAi) is the process of sequence-specific, post-transcriptional gene silencing in animals and plants, initiated by double-stranded RNA (dsRNA) that is homologous in sequence to the silenced gene, in vivo, long dsRNA is cleaved by ribonuclease III to generate 21- and 22-nucleotide siRNAs. It has been shown that 21-nucleotide siRNA duplexes specifically suppress expression of endogenous and heterologous genes in different mammalian cell lines, including human embryonic kidney (293) and HeLa cells (Elbashir et al. (2001) Nature 411:494-498). Accordingly, translation of a gene in a cell can be inhibited by contacting the cell with short double stranded RNAs having a length of about 15 to 30 nucleotides or of about 18 to 21 nucleotides or of about 19 to 21 nucleotides. In some embodiments, a vector encoding for such siRNAs or short hairpin RNAs (shRNAs) that are metabolized into siRNAs can be introduced into a target cell (see, e.g., McManus et al. (2002) RNA 8:842; Xia et al. (2002) Nature Biotechnology 20:1006; and Brummelkamp et al. (2002) Science 296:550). Vectors that can be used are commercially available, e.g., from OligoEngine under the name pSuper RNAi System™.

Ribozymes

Ribozyme molecules designed to catalytically cleave cellular mRNA transcripts can also be used to prevent translation of cellular mRNAs and expression of cellular polypeptides, or both (See, e.g., PCT International Publication WO90/11364, published Oct. 4, 1990; Sarver e/o/. (1990) Science 247: 1222-1225 and U.S. Pat. No. 5,093,246). While ribozymes that cleave mRNA at site specific recognition sequences can be used to destroy cellular mRNAs, the use of hammerhead ribozymes is employed in some embodiments.

Hammerhead ribozymes cleave mRNAs at locations dictated by flanking regions that form complementary base pairs with the target mRNA. The sole requirement is that the target mRNA have the following sequence of two bases: 5′-UG-3′. The construction and production of hammerhead ribozymes is well known in the art and is described more fully in Haseloff and Gerlach (1988) Nature 334:585-591. The ribozyme may be engineered so that the cleavage recognition site is located near the 5′ end of cellular mRNAs; e.g., to increase efficiency and minimize the intracellular accumulation of non-functional mR A transcripts.

The ribozymes of the methods and compositions presented herein also include RNA endoribonucleases (which have their ordinary meaning as understood in the art in view of the specification, and include “Cech-type ribozymes”) such as the one which occurs naturally in Tetrahymena thermophila (known as the IVS, or L-1 IVS RNA) and which has been extensively described by Thomas Cech and collaborators (Zaug, et al. (1984) Science 224:574-578; Zaug, et al (1986) Science 231:470-475; Zaug, et al. (1986) Nature 324:429-433; published International patent application No. WO88/04300 by University Patents Inc.; Been, et al. (1986) Cell 47:207-216). The Cech-type ribozymes have an eight base pair active site which hybridizes to a target RNA sequence whereafter cleavage of the target RNA takes place. The methods and compositions presented herein encompasses those Cech-type ribozymes which target eight base-pair active site sequences that are present in cellular genes.

As in the antisense approach, the ribozymes can be composed of modified oligonucleotides (e.g., for improved stability, targeting, etc.). In some embodiments, the method of delivery involves using a DNA construct “encoding” the ribozyme under the control of a strong constitutive pol III or pol II promoter, so that transfected cells will produce sufficient quantities of the ribozyme to destroy endogenous cellular messages and inhibit translation. Because ribozymes unlike antisense molecules, are catalytic, a lower intracellular concentration is required for efficiency.

Nucleic acid molecules to be used in triple helix formation for the inhibition of transcription of cellular genes are in some embodiments single stranded and composed of deoxyribonucleotides. The base composition of these oligonucleotides should promote triple helix formation via Hoogsteen base pairing rules, which generally require sizable stretches of either purines or pyrrolidines to be present on one strand of a duplex.

Nucleotide sequences may be pyrimidine-based, which will result in TAT and CGC triplets across the three associated strands of the resulting triple helix. The pyrimidine-rich molecules provide base complementarity to a purine-rich region of a single strand of the duplex in a parallel orientation to that strand. In addition, nucleic acid molecules may be chosen that are purine-rich, for example, containing a stretch of G residues. These molecules will form a triple helix with a DNA duplex that is rich in GC pairs, in which the majority of the purine residues are located on a single strand of the targeted duplex, resulting in CGC triplets across the three strands in the triplex. In some embodiments, the potential sequences that can be targeted for triple helix formation may be increased by creating a so called “switchback” nucleic acid molecule. Switchback molecules are synthesized in an alternating 5′-3\3′-5′ manner, such that they base pair with first one strand of a duplex and then the other, eliminating the necessity for a sizable stretch of either purines or pyrimidines to be present on one strand of a duplex.

Small Nucleic Acid Preparation

Small nucleic acids (e g., miRNAs, pre-miRNAs, pri-miRNAs, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof), antisense oligonucleotides, ribozymes, and triple helix molecules of the methods and compositions presented herein may be prepared by any method known in the art for the synthesis of DNA and RNA molecules. These include techniques for chemically synthesizing oligodeoxyribonucleotides and oligoribonucleotides well known in the art such as for example solid phase phosphoramidite chemical synthesis. In some embodiments, RNA molecules may be generated by in vitro and in vivo transcription of DNA sequences encoding the antisense RNA molecule. Such DNA sequences may be incorporated into a wide variety of vectors which incorporate suitable RNA polymerase promoters such as the T7 or SP6 polymerase promoters. In some embodiments, antisense cDNA constructs that synthesize antisense RNA constitutively or inducibly, depending on the promoter used, can be introduced stably into cell lines.

Moreover, various well-known modifications to nucleic acid molecules may be introduced as a means of increasing intracellular stability and half-life. Possible modifications include but are not limited to the addition of flanking sequences of ribonucleotides or deoxyribonucleotides to the 5′ and/or 3′ ends of the molecule or the use of phosphorothioate or 2′ O-methyl rather than phosphodiesterase linkages within the oligodeoxyribonucleotide backbone. One of skill in the art will readily understand that polypeptides, small nucleic acids, and antisense oligonucleotides can be further linked to another peptide or polypeptide (e.g, a heterologous peptide), e.g., that serves as a means of protein detection. Non-limiting examples of label peptide or polypeptide moieties useful for detection include, without limitation, suitable enzymes such as horseradish peroxidase, alkaline phosphatase, beta-galactosidase, or acetylcholinesterase; epitope tags, such as FLAG, MYC, HA, or HIS tags; fluorophores such as green fluorescent protein; dyes; radioisotopes; digoxygenin; biotin; antibodies; polymers; as well as others known in the art.

Methods of Selecting Agents and Compositions

Another aspect of the disclosure relates to methods of selecting agents (e.g., antibodies, fusion proteins, peptides, small molecules, or small nucleic acids) which bind to, upregulate, downregulate, or modulate one or more targets of the disclosure listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples. Such methods can use screening assays, including cell based and non-cell based assays. In some embodiments, the disclosure relates to assays for screening candidate or test compounds which bind to or modulate the expression or activity level of, one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof. Such compounds include, without limitation, antibodies, proteins, fusion proteins, nucleic acid molecules, and small molecules.

In some embodiments, an assay is a cell-based assay, comprising contacting a cell expressing one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, with a test compound and determining the ability of the test compound to modulate (e.g., stimulate or inhibit) the level of interaction between the target and its natural binding partners as measured by direct binding or by measuring a parameter of a neurological disease or disorder.

For example, in a direct binding assay, the target polypeptide, a binding partner polypeptide of the target, or a fragment(s) thereof, can be coupled with a radioisotope or enzymatic label such that binding of the target polypeptide or a fragment thereof to its natural binding partners) or a fragment(s) thereof can be determined by detecting the labeled molecule in a complex. For example, the target polypeptide, a binding partner polypeptide of the target, or a fragment(s) thereof, can be labeled with ¹²⁵I, ³⁵S, ^(I)C, or ³H, either directly or indirectly, and the radioisotope detected by direct counting of radioemmission or by scintillation counting. In some embodiments, the polypeptides of interest a can be enzymatically labeled with, for example, horseradish peroxidase, alkaline phosphatase, or luciferase, and the enzymatic label detected by determination of conversion of an appropriate substrate to product.

It is also within the scope of this disclosure to determine the ability of a compound to modulate the interactions between one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, and its natural binding partner(s) or a fragments) thereof, without the labeling of any of the interactants (e.g., using a micropbysiometer as described in McConnell, H. M. et al. (1992) Science 257: 1906-1912). As used herein, a “microphysiometer” (e.g., Cytosensor) has its ordinary meaning as understood in the art in view of the specification, and includes an analytical instrument that measures the rate at which a cell acidifies its environment using a light-addressable potentiometric sensor (LAPS). Changes in this acidification rate can be used as an indicator of the interaction between compound and receptor.

In some embodiments, determining the ability of the blocking agents (e.g., antibodies, fusion proteins, peptides, nucleic acid molecules, or small molecules) to antagonize the interaction between a given set of polypeptides can be accomplished by determining the activity of one or more members of the set of interacting molecules. For example, the activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, can be determined by detecting induction of cytokine or chemokine response, detecting catalytic/enzymatic activity of an appropriate substrate, detecting the induction of a reporter gene (comprising a target-responsive regulatory element operatively linked to a nucleic acid encoding a detectable marker, e.g., chloramphenicol acetyl transferase), or detecting a cellular response regulated by the target or a fragment thereof (e.g., modulations of biological pathways identified herein, such as modulated proliferation, apoptosis, cell cycle, and/or ligand-receptor binding activity).

In some embodiments, an assay of the present disclosure is a cell-free assay in which one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof, e.g., a biologically active fragment thereof, is contacted with a test compound, and the ability of the test compound to bind to the polypeptide, or biologically active portion thereof, is determined. Binding of the test compound to the target or a fragment thereof, can be determined either directly or indirectly as described above. Determining the ability of the target or a fragment thereof to bind to its natural binding partner(s) or a fragment(s) thereof can also be accomplished using a technology such as real-time Biomolecular Interaction Analysis (BIA) (Sjolander, S. and Urbaniczky, C. (1991) Anal. Chem. 63:2338-2345 and Szabo et al. (1995) Curr. Opin. Struct. Biol. 5:699-705). As used herein, “BIA” has its ordinary meaning as understood in the art in view of the specification, and includes a technology for studying biospecific interactions in real time, without labeling any of the interactants (e.g., BIAcore). Changes in the optical phenomenon of surface plasmon resonance (SPR) can be used as an indication of real-time reactions between biological polypeptides. One or more targets polypeptide or a fragment thereof can be immobilized on a BIAcore chip and multiple agents, e.g., blocking antibodies, fusion proteins, peptides, or small molecules, can be tested for binding to the immobilized target polypeptide or fragment thereof. An example of using the BIA technology is described by Fitz et al. (1997) Oncogene 15:613.

The cell-free assays of the present disclosure are amenable to use of both soluble and/or membrane-bound forms of proteins. In the case of cell-free assays in which a membrane-bound form protein is used it may be desirable to utilize a solubilizing agent such that the membrane-bound form of the protein is maintained in solution. Examples of such solubilizing agents include non-ionic detergents such as n-octylglucoside, n-dodecylglucoside, n-dodecylmaltoside, octanoyl-N-methylglucamide, decanoyl-N-methylglucamide, Triton® X-100, Triton® X-I 14, Thesit®, Isotridecypoly(ethylene glycol ether)_(n), 3-[(3-cholamidopropyl)dimethylamminio]-1-propane sulfonate (CHAPS), 3-[(3-cholamidopropyl)dimemylamminio]-2-hydroxy-I-propane sulfonate (CHAPSO), or N-dodecyl=N,N-dimethyl-3-ammonio-1-propane sulfonate.

In one or more embodiments of the above described assay methods, it may be desirable to immobilize either the target polypeptide, the natural binding partner(s) polypeptide of the target, or fragments thereof, to facilitate separation of complexed from uncomplexed forms of one or both of the proteins, as well as to accommodate automation of the assay. Binding of a test compound in the assay can be accomplished in any vessel suitable for containing the reactants. Examples of such vessels include microtiter plates, test tubes, and micro-centrifuge tubes. In some embodiments, a fusion protein can be provided which adds a domain that allows one or both of the proteins to be bound to a matrix. For example, glutathione-S-transferase-base fusion proteins, can be adsorbed onto glutathione Sepharose® beads (Sigma Chemical, St. Louis, Mo.) or glutathione derivatized microtiter plates, which are then combined with the test compound, and the mixture incubated under conditions conducive to complex formation (e.g., at physiological conditions for salt and pH). Following incubation, the beads or microtiter plate wells are washed to remove any unbound components, the matrix immobilized in the case of beads, complex determined either directly or indirectly, for example, as described above. In some embodiments, the complexes can be dissociated from the matrix, and the level of binding or activity determined using standard techniques.

In an alternative embodiment, determining the ability of the test compound to modulate the activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, or of natural binding partner(s) thereof can be accomplished by determining the ability of the test compound to modulate the expression or activity of a gene, e.g., nucleic acid, or gene product, e.g., polypeptide, that functions downstream of the interaction. For example, inflammation (e.g., cytokine and chemokine) responses can be determined, the activity of the interactor polypeptide on an appropriate target can be determined, or the binding of the interactor to an appropriate target can be determined as previously described.

In some embodiment, modulators of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, are identified in a method wherein a cell is contacted with a candidate compound and the expression or activity level of the target is determined. The level of expression of target mRNA or polypeptide or fragments thereof in the presence of the candidate compound is compared to the level of expression of target mRNA or polypeptide or fragments thereof in the absence of the candidate compound. The candidate compound can then be identified as a modulator of target expression based on this comparison. For example, when expression of target mRNA or polypeptide or fragments thereof is greater (e.g., statistically significantly greater) in the presence of the candidate compound than in its absence, the candidate compound is identified as a stimulator of target expression. In some embodiments, when expression of target mRNA or polypeptide or fragments thereof is reduced (e.g., statistically significantly less) in the presence of the candidate compound than in its absence, the candidate compound is identified as an inhibitor of target expression. The expression level of target mRNA or polypeptide or fragments thereof in the cells can be determined by methods described herein for detecting target mRNA or polypeptide or fragments thereof.

In some embodiments, a target of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, can be used as “bait proteins” in a two-hybrid assay or three-hybrid assay (see, e.g., U.S. Pat. No. 5,283,317; Zervos et al. (1993) Cell 72:223-232; Madura et al. (1993) J. Biol. Chem. 268:12046-12054; Bartel et al. (1993) Biotechniques 14:920-924; Iwabuchi et al. (1993) Oncogene 8: 1693-1696; and Brent WO94/10300), to identify other polypeptides which bind to or interact with the target or fragments thereof and are involved in activity of the targets. Such target-binding proteins are also likely to be involved in the propagation of signals by the target polypeptides or target natural binding partner(s) as, for example, downstream elements of one or more targets-mediated signaling pathway. The two-hybrid system is based on the modular nature of most transcription factors, which consist of separable DNA-binding and activation domains. Briefly, the assay utilizes two different DNA constructs. In one construct, the gene that codes for one or more targets polypeptide is fused to a gene encoding the DNA binding domain of a known transcription factor (e.g., GAL-4). In the other construct, a DNA sequence, from a library of DNA sequences, that encodes an unidentified polypeptide (“prey” or “sample”) is fused to a gene that codes for the activation domain of the known transcription factor. If the “bait” and the “prey” polypeptides are able to interact, in vivo, forming one or more targets-dependent complex, the DNA-binding and activation domains of the transcription factor are brought into close proximity. This proximity allows transcription of a reporter gene (e.g., LacZ) which is operably linked to a transcriptional regulatory site responsive to the transcription factor. Expression of the reporter gene can be detected and cell colonies containing the functional transcription factor can be isolated and used to obtain the cloned gene which encodes the polypeptide which interacts with one or more targets polypeptide of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof.

In some embodiments, the disclosure pertains to a combination of two or more of the assays described herein. For example, a modulating agent can be identified using a cell-based or a cell-free assay, and the ability of the agent to modulate the activity of one or more targets polypeptide or a fragment thereof can be confirmed in vivo, e.g., in an animal such as an animal model for cellular transformation and/or tumorigenesis.

This disclosure further pertains to novel agents identified by the above-described screening assays. Accordingly, it is within the scope of this disclosure to further use an agent identified as described herein in an appropriate animal model. For example, an agent identified as described herein can be used in an animal model to determine the efficacy, toxicity, or side effects of treatment with such an agent. In some embodiments, an agent identified as described herein can be used in an animal model to determine the mechanism of action of such an agent. Furthermore, this disclosure pertains to uses of novel agents identified by the above-described screening assays for treatments as described herein.

Uses and Methods of the Disclosure

The targets of the disclosure described herein, including the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof, can be used in one or more of the following methods: a) screening assays; b) predictive medicine (e.g., diagnostic assays, prognostic assays, and monitoring of clinical trials); and c) methods of treatment (e.g., therapeutic and prophylactic, e.g., by up- or down-modulating the copy number, level of expression, and/or level of activity of the one or more targets).

The targets described herein or agents that modulate the expression and/or activity of such targets can be used, for example, to (a) express one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof (e.g., via a recombinant expression vector in a host cell in gene therapy applications or synthetic nucleic acid molecule), (b) detect target mRNA or a fragment thereof (e.g., in a biological sample) or a genetic alteration in one or more targets gene, and/or (c) modulate target activity, as described further below. The targets or modulatory agents thereof can be used to treat conditions or disorders characterized by insufficient or excessive production of one or more targets polypeptide or fragment thereof or production of target polypeptide inhibitors. In addition, the target polypeptides or fragments thereof can be used to screen for naturally occurring target binding partner(s), to screen for drugs or compounds which modulate target activity, as well as to treat conditions or disorders characterized by insufficient or excessive production of target polypeptide or a fragment thereof or production of target polypeptide forms which have decreased, aberrant or unwanted activity compared to target wild-type polypeptides or fragments thereof (e.g., a neurological disease or disorder). Neurological diseases or disorders include, but are not limited to Alzheimer's disease (AD), dementia, age-related dementia, Parkinson's disease, cerebral edema, amyotrophic lateral sclerosis (ALS), Pediatric Autoimmune Neuropsychiatric Disorders Associated with Streptococcal Infections (PANDAS), meningitis, hemorrhagic stroke, autism spectrum disorder (ASD), brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder is AD, dementia, or PD.

In some embodiments, the methods provided herein do not comprise administering a VEGFR3 agonist or Fibroblast Growth Factor 2 (FGF2). In some embodiments the target is not VEGF-c.

Screening Assays

In one aspect, the present disclosure relates to a method for preventing in a subject, a disease or condition associated with an unwanted, more than desirable, or less than desirable, expression and/or activity of one or more targets described herein. Subjects at risk for a disease that would benefit from treatment with the claimed agents or methods (e.g., a neurological disease or disorder) can be identified, for example, by any one or combination of diagnostic or prognostic assays known in the art and described herein (see, for example, agents and assays described in Methods of Selecting Agents and Compositions). In some embodiments, methods for preventing or reducing the likelihood of a neurological disease or disorder are provided. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, Parkinson's disease, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the neurological disease comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE.

Predictive Medicine

The present disclosure also pertains to the field of predictive medicine in which diagnostic assays, prognostic assays, and monitoring of clinical trials are used for prognostic (predictive) purposes to thereby treat an individual prophylactically.

Accordingly, one aspect of the present disclosure relates to diagnostic assays for determining the expression and/or activity level of targets of the disclosure, including targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof, in the context of a biological sample (e.g., blood, serum, cells, or tissue) to thereby determine whether an individual is afflicted with a disease or disorder (e.g., a neurological disease or disorder), or is at risk of developing a disorder, associated with aberrant or unwanted target expression or activity. In some embodiments, methods for preventing or reducing the likelihood of a neurological disease or disorder are provided. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. The present disclosure also provides for prognostic (or predictive) assays for determining whether an individual is at risk of developing a disorder associated with target polypeptide, nucleic acid expression or activity. For example, mutations in one or more targets gene can be assayed in a biological sample.

Such assays can be used for prognostic or predictive purpose to thereby prophylactically treat an individual prior to the onset of a disorder characterized by or associated with target polypeptide, nucleic acid expression or activity.

In some embodiments there are methods provided of monitoring the influence of agents (e.g., drugs, compounds, and small nucleic acid-based molecules) on the expression or activity of targets of the disclosure, including targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof, in clinical trials. These and other agents are described in further detail in the following sections.

1. Diagnostic Assays

The present disclosure provides, in part, methods, systems, and code for accurately classifying whether a biological sample is associated with a neurological disease or disorder. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the present disclosure is useful for classifying a sample (e.g., from a subject) as a neurological disease or disorder sample using a statistical algorithm and/or empirical data (e.g., the presence or level of one or targets described herein). In some embodiments, the method of classifying whether a sample is associated with a neurological disease or disorder comprises identifying the subject from whom the sample was obtained as having or being at risk for the neurological disease. The method can furhter comprise administering a therapy for the neurolgoical disease, for example a therpay comprising, consisting of, or consisting essentially of an agent that modulates the expression of one or more targets of the disclosure, as descirbed herein. In some embodiments, the method of classifying whether a sample is associated with a neurological disease or disorder comprises identifying the subject from whom the sample was obtained as having or being at risk for the neurological disease. The method can further comprise a therapeutic method for the identified disease as described herein.

An exemplary method for detecting the level of expression or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof, and thus useful for classifying whether a sample is associated with a neurological disease or disorder (e.g., AD, dementia, PD), involves obtaining a biological sample from a test subject and contacting the biological sample with a compound or an agent capable of detecting the target (e.g., polypeptide or nucleic acid that encodes the target or fragments thereof) such that the level of expression or activity of the target is detected in the biological sample. In some embodiments, the presence or level of at least one, two, three, four, five, six, seven, eight, nine, ten, fifty, hundred, or more targets of the disclosure are determined in the individual's sample. In certain instances, the statistical algorithm is a single learning statistical classifier system. Exemplary statistical analyses are presented in the Examples and can be used in some embodiments. In other embodiments, a single learning statistical classifier system can be used to classify a sample as a neurological disease or disorder sample, or a non-neurological disease or disorder sample based upon a prediction or probability value and the presence or level of one or more targets described herein. The use of a single learning statistical classifier system typically classifies the sample as a neurological disease or disorder sample with a sensitivity, specificity, positive predictive value, negative predictive value, and/or overall accuracy of at least about 75%, 76%, 77%, 78%, 79%, 80%, 81%, 82%, 83%, 84%, 85%, 86%, 87%, 88%, 89%, 90%, 91%, 92%, 93%, 94%, 95%, 96%, 97%, 98%, or 99%, or a range defined by any two of the preceding values.

Other suitable statistical algorithms are well known to those of skill in the art. For example, learning statistical classifier systems include a machine learning algorithmic technique capable of adapting to complex data sets (e.g., panel of markers of interest) and making decisions based upon such data sets. In some embodiments, a single learning statistical classifier system such as a classification tree (e.g., random forest) is used. In other embodiments, a combination of 2, 3, 4, 5, 6, 7, 8, 9, 10, or more learning statistical classifier systems are used, in some embodiments in tandem. Examples of learning statistical classifier systems include, but are not limited to, those using inductive learning (e.g., decision/classification trees such as random forests, classification and regression trees (C&RT), boosted trees, etc.), Probably Approximately Correct (PAC) learning, connectionist learning {e.g., neural networks (NN), artificial neural networks (ANN), neuro fuzzy networks (NFN), network structures, perceptrons such as multi-layer perceptrons, multi-layer feed-forward networks, applications of neural networks, Bayesian learning in belief networks, etc.), reinforcement learning (e.g., passive learning in a known environment such as naive learning, adaptive dynamic learning, and temporal difference learning, passive learning in an unknown environment, active learning in an unknown environment, learning action-value functions, applications of reinforcement learning, etc.), and genetic algorithms and evolutionary programming. Other learning statistical classifier systems include support vector machines (e.g., Kernel methods), multivariate adaptive regression splines (MARS), Levenberg-Marquardt algorithms, Gauss-Newton algorithms, mixtures of Gaussians, gradient descent algorithms, and learning vector quantization (LVQ). In some embodiments, the method of the present disclosure further comprises sending the neurological disease or disorder classification results to a clinician, e.g., an oncologist or hematologist.

In some embodiment, the method of the present disclosure further provides a diagnosis in the form of a probability that the individual has a neurological disease or disorder. For example, the individual can have about a 0%, 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, or greater, or a range defined by any two of the preceding values, probability of having a neurological disease or disorder. In some embodiments, the method of the present disclosure further provides a prognosis of a neurological disease or disorder in the individual. For example, the prognosis can be surgery, development of a clinical subtype of the neurological disease or disorder, development of one or more symptoms, development of a neurological disease or disorder, or recovery from the disease. In some instances, the method of classifying a sample as a neurological disease or disorder sample is further based on the symptoms (e.g., clinical factors) of the individual from which the sample is obtained. In some embodiments, the diagnosis of an individual as having a neurological disease or disorder is followed by administering to the individual a therapeutically effective amount of a drug useful for treating one or more symptoms associated with the neurological disease or disorder.

In some embodiments, an agent for detecting target mRNA, genomic DNA, or fragments thereof is a labeled nucleic acid probe capable of hybridizing to target mRNA, genomic DNA., or fragments thereof. The nucleic acid probe can be, for example, full-length target nucleic acid, or a portion thereof, such as an oligonucleotide of at least 15, 30, 50, 100, 250 or 500, or a range defined by any two of the preceding values, nucleotides in length and sufficient to specifically hybridize under stringent conditions well known to a skilled artisan to target mRNA or genomic DNA. Other suitable probes for use in the diagnostic assays of the disclosure are described herein. In some embodiments, the nucleic acid probe is designed to detect transcript variants (e.g., different splice forms) of a gene.

An agent for detecting one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof is an antibody capable of binding to the target, and in some embodiments is an antibody with a detectable label. Antibodies can be polyclonal, or in some embodiments is monoclonal. An intact antibody, or a fragment thereof (e.g., Fab or F(ab′)2) can be used. The term “labeled”, with regard to the probe or antibody, is intended to encompass direct labeling of the probe or antibody by coupling (e.g., physically linking) a detectable substance to the probe or antibody, as well as indirect labeling of the probe or antibody by reactivity with another reagent that is directly labeled. Examples of indirect labeling include detection of a primary antibody using a fluorescently labeled secondary antibody and end-labeling of a DNA probe with biotin such that it can be detected with fluorescently labeled streptavidin. The term “biological sample” is intended to include tissues, cells, and biological fluids isolated from a subject, as well as tissues, cells, and fluids present within a subject. That is, the detection method of the disclosure can be used to detect target mR A, polypeptide, genomic DNA, or fragments thereof, in a biological sample in vitro as well as in vivo. For example, in vitro techniques for detection of target mRNA or a fragment thereof include Northern hybridizations and in situ hybridizations. In vitro techniques for detection of target polypeptide include enzyme linked immunosorbent assays (ELISAs), Western blots, immunoprecipitations and immunofluorescence. In vitro techniques for detection of target genomic DNA or a fragment thereof include Southern hybridizations. Furthermore, in vivo techniques for detection of one or more targets polypeptide or a fragment thereof include introducing into a subject a labeled anti-target antibody. For example, the antibody can be labeled with a radioactive marker whose presence and location in a subject can be detected by standard imaging techniques.

In some embodiments, the biological sample contains polypeptide molecules from the test subject. In some embodiments, the biological sample can contain mRNA molecules from the test subject or genomic DNA molecules from the test subject. In some embodiments, a biological sample is a hematological tissue (e.g., a sample comprising blood, CSF, ISF, etc.) sample isolated by conventional means from a subject.

In some embodiment, the methods further involve obtaining a control biological sample from a control subject, contacting the control sample with a compound or agent capable of detecting polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples such that the presence of target polypeptide, mRNA, genomic DNA, or fragments thereof, is detected in the biological sample, and comparing the presence of target polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof in the control sample with the presence of target polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof in the test sample.

The disclosure also encompasses kits for detecting the presence of a polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof, of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples in a biological sample. For example, the kit can comprise a labeled compound or agent capable of detecting one or more targets polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof, in a biological sample; means for determining the amount of the target polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof in the sample; and means for comparing the amount of the target polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof, in the sample with a standard. The compound or agent can be packaged in a suitable container. The kit can further comprise instructions for using the kit to detect the target polypeptide, mRNA, cDNA, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, genomic DNA, or fragments thereof.

In some embodiments, therapies tailored to treat stratified patient populations based on the described diagnostic assays are further administered.

In some embodiments, the disclosure provides a method of determining whether a subject is afflicted with a neurological disease, the method comprising:

a) obtaining a biological sample from the subject;

b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and

c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control;

wherein a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject is afflicted with a neurological disease.

In some embodiments, the disclosure provides a method of determining whether a subject is afflicted with a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage, the method comprising;

a) obtaining a biological sample from the subject;

b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and

c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control;

wherein a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject afflicted with a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage.

2. Prognostic Assays

The diagnostic methods described herein can furthermore be utilized to identify subjects having or at risk of developing a neurological disease or neurological disorder associated with aberrant expression or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof. As used herein, the term “aberrant” has its ordinary meaning as understood in the art in view of the specification, and includes target expression or activity levels which deviates from the normal expression or activity in a control.

The assays described herein, such as the preceding diagnostic assays or the following assays, can be utilized to identify a subject having or at risk of developing a disorder associated with a misregulation of target activity or expression, such as in a neurological disease or disorder. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the neurological disease or disorder comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. In some embodiments, the prognostic assays can be used to identify a subject having or at risk for developing a disorder associated with a misregulation of target activity or expression. Thus, the present disclosure provides a method for identifying and/or classifying a disease associated with aberrant expression or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof. Furthermore, the prognostic assays described herein can be used to determine whether a subject can be administered an agent (e.g., an agonist, antagonist, peptidomimetic, polypeptide, peptide, nucleic acid, small molecule, or other drug candidate) to treat a disease or disorder associated with aberrant target expression or activity. For example, such methods can be used to determine whether a subject can be effectively treated with an agent for a neurological disease (e.g., AD, dementia, PD). Thus, the present disclosure provides methods for determining whether a subject can be effectively treated with an agent for a disease associated with aberrant target expression or activity in which a test sample is obtained and target polypeptide or nucleic acid expression or activity is detected (e.g., wherein a significant increase or decrease in target polypeptide or nucleic acid expression or activity relative to a control is diagnostic for a subject that can be administered the agent to treat a disorder associated with aberrant target expression or activity). In some embodiments, significant increase or decrease in target expression or activity comprises at least 2 2.1, 2.2, 2.3, 2.4, 2.5, 2.6, 2.7, 2.8, 2.9, 3, 3.5, 4, 4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 8.5, 9, 9.5, 10, 10.5, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20 times or more higher or lower, or a range defined by any two of the preceding values, respectively, than the expression activity or level of the marker in a control sample.

The methods of the disclosure can also be used to detect genetic alterations in one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof, thereby determining if a subject with the altered target is at risk for neurological disease (e.g., AD, dementia, PD) characterized by aberrant target activity or expression levels. In some embodiments, the methods include detecting, in a sample of cells from the subject, the presence or absence of a genetic alteration characterized by at least one alteration affecting the integrity of a gene encoding one or more targets polypeptide, or the mis-expression of the target (e.g., mutations and/or splice variants). For example, such genetic alterations can be detected by ascertaining the existence of at least one of 1) a deletion of one or more nucleotides from one or more targets gene, 2) an addition of one or more nucleotides to one or more targets gene, 3) a substitution of one or more nucleotides of one or more targets gene, 4) a chromosomal rearrangement of one or more targets gene, 5) an alteration in the level of a messenger RNA transcript of one or more targets gene, 6) aberrant modification of one or more targets gene, such as of the methylation pattern of the genomic DNA, 7) the presence of a non-wild type splicing pattern of a messenger RNA transcript of one or more targets gene, 8) a non-wild type level of one or more targets polypeptide, 9) allelic loss of one or more targets gene, and 10) inappropriate post-translational modification of one or more targets polypeptide. As described herein, there are a large number of assays known in the art which can be used for detecting alterations in one or more targets gene. In some embodiments, the biological sample is a tissue or serum sample isolated by conventional means from a subject.

In some embodiments, detection of the alteration involves the use of a probe/primer in a polymerase chain reaction (PCR) (see, e.g., U.S. Pat. Nos. 4,683,195 and 4,683,202), such as anchor PCR or RACE PCR, or, In some embodiments, in a ligation chain reaction (LCR) (see, e.g., Landcgran et al. (1 88) Science 241: 1077-1080; and Nakazawa et al. (1994) Proc. Natl. Acad. Sci. USA 91:360-364), the latter of which can be particularly useful for detecting point mutations in one or more targets gene (see Abravaya et al. (1995) Nucleic Acids Res. 23:675-682). This method can include the steps of collecting a sample of cells from a subject, isolating nucleic acid {e.g., genomic DNA, mRNA, cDNA, small RNA, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof) from the cells of the sample, contacting the nucleic acid sample with one or more primers which specifically hybridize to one or more targets gene of the disclosure, including the target genes listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof, under conditions such that hybridization and amplification of the target gene (if present) occurs, and detecting the presence or absence of an amplification product, or detecting the size of the amplification product and comparing the length to a control sample. It is anticipated that PCR and/or LCR may be desirable to use as a preliminary amplification step in conjunction with any of the techniques used for detecting mutations described herein.

Alternative amplification methods include: self-sustained sequence replication (Guatelli, J. C. et al. (1990) Proc. Natl. Acad. Sci. USA 87: 1874-1878), transcriptional amplification system (Kwoh, D. Y. et al. (1989) Proc. Natl. Acad. Sci. USA 86: 1173-1177), Q-Beta Replicase (Lizardi, P. M. et al. (1 88) Bio-Technology 6:1 197), or any other nucleic acid amplification method, followed by the detection of the amplified molecules using techniques well known to those of skill in the art. These detection schemes are especially useful for the detection of nucleic acid molecules if such molecules are present in very low numbers.

In an embodiment, mutations in one or more targets gene of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, from a sample cell can be identified by alterations in restriction enzyme cleavage patterns. For example, sample and control DNA is isolated, amplified (optionally), digested with one or more restriction endonucleases, and fragment length sizes are determined by gel electrophoresis and compared. Differences in fragment length sizes between sample and control DNA indicates mutations in the sample DNA. Moreover, the use of sequence specific ribozymes (see, for example, U.S. Pat. No. 5,498,531) can be used to score for the presence of specific mutations by development or loss of a ribozyme cleavage site.

In an embodiment, genetic mutations in one or more targets gene of the disclosure, including a gene listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, can be identified by hybridizing a sample and control nucleic acids, e.g., DNA, RNA, mRNA, small RNA, cDNA, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, to high density arrays containing hundreds or thousands of oligonucleotide probes (Cronin, M. T. et al. (1996) Hum. Mutat. 7:244-255; Kozal, M. J. et al. (1996) Nat. Med. 2:753-759). For example, genetic mutations in one or more targets can be identified in two dimensional arrays containing light-generated DNA probes as described in Cronin et al. (1996) supra. Briefly, a first hybridization array of probes can be used to scan through long stretches of DNA in a sample and control to identify base changes between the sequences by making linear arrays of sequential, overlapping probes. This step allows the identification of point mutations. This step is followed by a second hybridization array that allows the characterization of specific mutations by using smaller, specialized probe arrays complementary to all variants or mutations detected. Each mutation array is composed of parallel probe sets, one complementary to the wild-type gene and the other complementary to the mutant gene.

In some embodiments, any of a variety of sequencing reactions known in the art can be used to directly sequence one or more targets gene of the disclosure, including a gene listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, and detect mutations by comparing the sequence of the sample target gene with the corresponding wild-type (control) sequence. Examples of sequencing reactions include those based on techniques developed by Maxam and Gilbert (1977) Proc. Natl. Acad. Sci. USA 74:560 or Sanger (1977) Proc. Natl. Acad Sci. USA 74:5463. It is also contemplated that any of a variety of automated sequencing procedures can be utilized when performing the diagnostic assays (Naeve, C. W. (1995) Biotechniques 19:448-53), including sequencing by mass spectrometry (see, e.g., PCT International Publication No. WO 94/16101; Cohen et al. (1996) Adv. Chromatogr. 36: 127-162; and Griffin et al. (1993) Appl. Biochem. Biotechnol. 38:147-159).

Other methods for detecting mutations in one or more targets gene of the disclosure, including a gene listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof, include methods in which protection from cleavage agents is used to detect mismatched bases in RNA RNA or RNA DNA heteroduplexes (Myers et al. (1985) Science 230: 1242). In general, the art technique of “mismatch cleavage” starts by providing heteroduplexes formed by hybridizing (labeled) RNA or DNA containing the wild-type sequence with potentially mutant RNA or DNA obtained from a tissue sample. The double-stranded duplexes are treated with an agent which cleaves single-stranded regions of the duplex such as which will exist due to base pair mismatches between the control and sample strands. For instance, RNA DNA duplexes can be treated with RNase and DNA/DNA hybrids treated with SI nuclease to enzymatically digest the mismatched regions. In other embodiments, either DNA DNA or RNA/DNA duplexes can be treated with hydroxylamine or osmium tetroxide and with piperidine in order to digest mismatched regions. After digestion of the mismatched regions, the resulting material is then separated by size on denaturing polyacrylamide gels to determine the site of mutation. See, for example, Cotton et al. (1988) Proc. Natl. Acad. Sci. USA 85:4397 and Saleeba et al. (1992) Methods Enzymol. 217:286-295. In some embodiments, the control DNA or RNA can be labeled for detection.

In an embodiment, the mismatch cleavage reaction employs one or more proteins that recognize mismatched base pairs in double-stranded DNA (so called “DNA mismatch repair” enzymes) in defined systems for detecting and mapping point mutations in target genes of the disclosure, including genes listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof, obtained from samples of cells. For example, the mutY enzyme of E. coli cleaves A at G/A mismatches and the thymidine DNA glycosylase from HeLa cells cleaves T at G/T mismatches (Hsu et al. (1994) Carcinogenesis 15:1657-1662). The duplex is treated with a DNA mismatch repair enzyme, and the cleavage products, if any, can be detected from electrophoresis protocols or the like. See, for example, U.S. Pat. No. 5,459,039.

In other embodiments, alterations in electrophoretic mobility will be used to identify mutations in target genes of the disclosure, including genes listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof. For example, single strand conformation polymorphism (SSCP) may be used to detect differences in electrophoretic mobility between mutant and wild type nucleic acids (Orita et al. (1989) Proc Natl. Acad. Sci USA 86:2766; see also Cotton (1993) utat. Res. 285:125-144 and Hayashi (1992) Genet. Anal. Tech. Appl. 9:73-79). Single-stranded DNA fragments of sample and control nucleic acids will be denatured and allowed to renature. The secondary structure of single-stranded nucleic acids varies according to sequence, the resulting alteration in electrophoretic mobility enables the detection of even a single base change. The DNA fragments may be labeled or detected with labeled probes. The sensitivity of the assay may be enhanced by using RNA (rather than DNA), in which the secondary structure is more sensitive to a change in sequence. In some embodiments, the subject method utilizes heteroduplex analysis to separate double stranded heteroduplex molecules on the basis of changes in electrophoretic mobility (Keen et al. (1991) Trends Genet. 7:5).

In some embodiments the movement of mutant or wild-type fragments in polyacrylamide gels containing a gradient of denaturant is assayed using denaturing gradient gel electrophoresis (DGGE) (Myers et al (1985) Nature 313:495). When DGGE is used as the method of analysis, DNA will be modified to ensure that it does not completely denature, for example by adding a GC clamp of approximately 40 bp of high-melting GC-rich DNA by PCR. In a further embodiment, a temperature gradient is used in place of a denaturing gradient to identify differences in the mobility of control and sample DNA (Rosenbaum and Reissner (1987) Biophys. Chem. 265: 12753).

Examples of other techniques for detecting point mutations include, but are not limited to, selective oligonucleotide hybridization, selective amplification, or selective primer extension. For example, oligonucleotide primers may be prepared in which the known mutation is placed centrally and then hybridized to target DNA under conditions which permit hybridization only if a perfect match is found (Saiki et al. (1986) Nature 324:163; Saiki et al. (1 89) Proc. Natl. Acad. Sci. USA 86:6230). Such allele specific oligonucleotides are hybridized to PCR amplified target DNA or a number of different mutations when the oligonucleotides are attached to the hybridizing membrane and hybridized with labeled target DNA. In some embodiments, the hybridization reactions can occur using biochips, microarrays, etc., or other array technology that are well known in the art.

In some embodiments, allele specific amplification technology which depends on selective PCR amplification may be used in conjunction with the instant disclosure. Oligonucleotides used as primers for specific amplification may carry the mutation of interest in the center of the molecule (so that amplification depends on differential hybridization) (Gibbs et al. (1989) Nucleic Acids Res. 17:2437-2448) or at the extreme 3′ end of one primer where, under appropriate conditions, mismatch can prevent, or reduce polymerase extension (Prossner (1993) Tibtech 11:238). In addition it may be desirable to introduce a novel restriction site in the region of the mutation to create cleavage-based detection (Gasparini et al. (1992) Mol. Cell Probes 6: 1). It is anticipated that in some embodiments amplification may also be performed using Taq ligase for amplification (Barany (1991) Proc. Natl. Acad. Sci USA 88: 189). In such cases, ligation will occur only if there is a perfect match at the 3′ end of the 5′ sequence making it possible to detect the presence of a known mutation at a specific site by looking for the presence or absence of amplification.

The methods described herein may be performed, for example, by utilizing prepackaged diagnostic kits comprising at least one probe nucleic acid or antibody reagent described herein, which may be conveniently used, e.g., in clinical settings to diagnose patients exhibiting symptoms or family history of a disease or illness involving one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or fragments thereof.

In some embodiments, the disclosure provides a method of determining whether a subject is at risk for developing a neurological disease, the method comprising: a) obtaining a biological sample from the subject; b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control; wherein a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject is at risk for developing a neurological disease.

In some embodiments, the disclosure provides a method of determining whether a subject is at risk for developing a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage, the method comprising; a) obtaining a biological sample from the subject; b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control; wherein a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject is at risk for developing a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage.

3. Monitoring of Effects During Treatment

Monitoring the influence of agents (e.g., drugs) on the expression or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof (e.g., the modulation of a neurological disease or disorder) can be employed during treatment, including, but not limited to, clinical trials. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. For example, the effectiveness of an agent determined by a screening assay as described herein to increase expression and/or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof, can be monitored during the treatment of subjects exhibiting decreased expression and/or activity of one or more targets of the disclosure, including one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, relative to a control reference. In some embodiments, the effectiveness of an agent determined by a screening assay to decrease expression and/or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples, or a fragment thereof, can be monitored during the treatment of subjects exhibiting decreased expression and/or activity of the target of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof relative to a control reference. In treatment settings (e.g., clinical trials), the expression and/or activity of the target can be used as a “read out” or marker of the phenotype of a particular cell.

In some embodiments, the present disclosure provides a method for monitoring the effectiveness of treatment of a subject with an agent (e.g., an agonist, antagonist, peptidomimetic, polypeptide, peptide, nucleic acid, small molecule, or other drug candidate identified by the screening assays described herein) including the steps of (i) obtaining a pre-administration sample from a subject prior to administration of the agent; (ii) detecting the level of expression and/or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof in the preadministration sample; (iii) obtaining one or more post-administration samples from the subject; (iv) detecting the level of expression or activity of the target in the post-administration samples; (v) comparing the level of expression or activity of the target or fragments thereof in the pre-administration sample with the that of the target in the post administration sample or samples; and (vi) altering the administration of the agent to the subject accordingly. For example, increased administration of the agent may be desirable to increase the expression or activity of one or more targets to higher levels than detected (e.g., to increase the effectiveness of the agent.) In some embodiments, decreased administration of the agent may be desirable to decrease expression or activity of the target to lower levels than detected (e.g., to decrease the effectiveness of the agent). According to such an embodiment, target expression or activity may be used as an indicator of the effectiveness of an agent, even in the absence of an observable phenotypic response.

In some embodiments, the disclosure provides a method for identifying a compound which treats a neurological disease, the method comprising: a) contacting a cell with a test compound; and b) determining the effect of the test compound on the copy number, level of expression, or level of activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 in the cell to thereby identify a compound which treats a neurological disease.

In some embodiments, the disclosure provides a method of determining the efficacy of a test compound for treating a neurological disease in a subject, the method comprising: a) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in a first sample obtained from the subject and exposed to the test compound; b) determining the copy number, level of expression, or level of activity of the one or more targets in a second sample obtained from the subject, wherein the second sample is not exposed to the test compound, and c) comparing the copy number, level of expression, or level of activity of the one or more targets in the first and second samples, wherein a significantly modulated copy number, level of expression, or level of activity of the target, relative to the second sample, is an indication that the test compound is efficacious for treating the neurological disease in the subject.

In some embodiments, the disclosure provides a method for monitoring the progression of a neurological disease in a subject, the method comprising: a) detecting in a subject sample at a first point in time the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7; b) repeating step a) at a subsequent point in time; and c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps a) and b) to monitor the progression of the neurological disease.

In some embodiments, the disclosure provides a method of determining the efficacy of a test compound for treating a neurological disease in a subject, the method comprising: a) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in a first sample obtained from the subject and exposed to the test compound; b) determining the copy number, level of expression, or level of activity of the one or more targets in a second sample obtained from the subject, wherein the second sample is not exposed to the test compound, and c) comparing the copy number, level of expression, or level of activity of the one or more targets in the first and second samples, wherein a significantly modulated copy number, level of expression, or level of activity of the target, relative to the second sample, is an indication that the test compound is efficacious for treating the neurological disease in the subject.

Methods of Treatment

The present disclosure provides for both prophylactic and therapeutic methods of treating a subject at risk of (or susceptible to) a neurological disease or disorder characterized by insufficient or excessive production of targets of the disclosure, including targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof, which have aberrant expression or activity compared to a control. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edemaALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. Moreover, agents of the disclosure described herein can be used to detect and isolate the targets or fragments thereof, regulate the bioavailability of the targets or fragments thereof, and modulate target expression levels or activity.

1. Prophylactic Methods

In one aspect, the disclosure provides a method for preventing or reducing the likelihood in a subject, a disease or condition associated with an aberrant expression or activity of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof, by administering to the subject an agent which modulates (e.g., increases or decreases) target expression or at least one activity of the target. In some embodiments, methods for preventing or reducing the likelihood of a neurological disease or disorder are provided. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. Subjects at risk for a disease or disorder which is caused or contributed to by aberrant target expression or activity can be identified by, for example, any or a combination of diagnostic or prognostic assays as described herein. Administration of a prophylactic agent can occur prior to the manifestation of symptoms characteristic of the target expression or activity aberrancy, such that a disease or disorder is prevented or, In some embodiments, delayed in its progression.

2. Therapeutic Methods

In some embodiments there are provided methods of modulating (e.g., increasing or decreasing) the expression or activity or interaction with natural binding partner(s) of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or fragments thereof, for therapeutic purposes. The targets of the disclosure have been demonstrated to correlate with a neurological disease or disorder (e.g., AD, PD, dementia). Accordingly, the activity and/or expression of the target, as well as the interaction between one or more targets or a fragment thereof and its natural binding partners) or a fragment(s) thereof can be modulated in order to treat a neurological disease or disorder. In some embodiments, methods for preventing or reducing the likelihood of a neurological disease or disorder are provided. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. In some embodiments, the neurological disease or disorder is AD, dementia, or PD.

Modulatory methods of the disclosure involve contacting a cell with one or more targets of the disclosure, including one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof or agent that modulates one or more of the activities of target activity associated with the cell. In some embodiments, the targets are or encode secreted molecules such that contacting a cell with one or more targets of the disclosure or agent that modulates one or more of the activities of target activity is unnecessary and contact with a bodily fluid (e.g., blood, serum, lung pleural fluid, etc.) is sufficient. An agent that modulates target activity can be an agent as described herein, such as a nucleic acid or a polypeptide, a naturally-occurring binding partner of the target, an antibody against the target, a combination of antibodies against the target and antibodies against other neurological disease or disorder related targets, one or more targets agonist or antagonist, a peptidomimetic of one or more targets agonist or antagonist, one or more targets peptidomimetic, other small molecule, or small RNA directed against or a mimic of one or more targets nucleic acid gene expression product.

An agent that modulates the expression of one or more targets of the disclosure, including one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof is, e.g., an antisense nucleic acid molecule, RNAi molecule, shRNA, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, or other small RNA molecule, triplex oligonucleotide, ribozyme, or recombinant vector for expression of one or more targets polypeptide. For example, an oligonucleotide complementary to the area around one or more targets polypeptide translation initiation site can be synthesized. One or more antisense oligonucleotides can be added to cell media, typically at 200 ug/ml, or administered to a patient to prevent the synthesis of one or more targets polypeptide. The antisense oligonucleotide is taken up by cells and hybridizes to one or more targets mRNA to prevent translation. In some embodiments, an oligonucleotide which binds double-stranded DNA to form a triplex construct to prevent DNA unwinding and transcription can be used. As a result of either, synthesis of target polypeptide is blocked. When target expression is modulated, in some embodiments, such modulation occurs by a means other than by knocking out the target gene.

Agents which modulate expression, by virtue of the fact that they control the amount of target in a cell, can also modulate the total amount of target activity in a cell.

In some embodiments, the agent increases or stimulates one or more activities of one or more targets of the disclosure, including one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof. Examples of such stimulatory agents include active target polypeptide or a fragment thereof and a nucleic acid molecule encoding the target or a fragment thereof that has been introduced into the cell (e.g., cDNA, mRNA, shRNAs, siRNAs, small RNAs, mature miRNA, pre-miRNA, pri-miRNA, miRNA*, anti-miRNA, or a miRNA binding site, or a variant thereof, or other functionally equivalent molecule known to a skilled artisan). In some embodiment, the agent decreases or inhibits one or more target activities. In some embodiments, the agent inhibits or enhances the interaction of the target with its natural binding partner(s). Examples of such inhibitory agents include antisense nucleic acid molecules, anti-target antibodies, target inhibitors, and compounds identified in the screening assays described herein.

These modulatory methods can be performed in vitro (e.g., by contacting the cell with the agent) or, in some embodiments, by contacting an agent with cells in vivo (e.g., by administering the agent to a subject). As such, the present disclosure provides methods of treating an individual afflicted with a condition or disorder that would benefit from up- or down-modulation of one or more targets of the disclosure listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or the Examples or a fragment thereof, e.g., a disorder characterized by unwanted, insufficient, or aberrant expression or activity of the target or fragments thereof. In some embodiments, the method involves administering an agent (e.g., an agent identified by a screening assay described herein), or combination of agents that modulates (e.g., upregulates or downregulates) target expression or activity. In some embodiment, the method involves administering one or more targets polypeptide or nucleic acid molecule as therapy to compensate for reduced, aberrant, or unwanted target expression or activity.

Stimulation of target activity is desirable in situations in which the target is abnormally downregulated and/or in which increased target activity is likely to have a beneficial effect. Likewise, inhibition of target activity is desirable in situations in which target is abnormally upregulated and/or in which decreased target activity is likely to have a beneficial effect.

In some embodiments, the agent decreases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or in the Examples. In some embodiments, the agent increases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or in the Examples. In some embodiments, the agent decreases the copy number, level of expression, or level of activity of one or more targets upregulated or down-regulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or in the Examples. In some embodiments, the agent increases the copy number, level of expression, or level of activity of one or more targets upregulated or downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or in the Examples. In some embodiments, the agent decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or in the Examples. In some embodiments, the agent increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 and/or in the Examples.

In some embodiments, the disclosure provides a method for treating a subject afflicted with a neurological disease, the method comprising administering to said subject an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

In some embodiments, the disclosure provides a method for treating a subject afflicted with a neurological disease, the method comprising administering to said subject an agent that decreases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

In some embodiments, the disclosure provides a method for treating a subject afflicted with a neurological disease, the method comprising administering to said subject an agent that increases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

In some embodiments, the disclosure provides a method of increasing flow of fluid in the central nervous system of a subject, the method comprising: determining the subject to be in need of increased fluid flow in the central nervous system; and administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing fluid flow in the central nervous system of the subject.

In some embodiments, the disclosure provides a method of increasing flow of fluid in the central nervous system of a subject, the method comprising: determining the subject to be in need of increased fluid flow in the central nervous system; and administering to a meningeal space of the subject in need an effective amount of an agent that decreases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing fluid flow in the central nervous system of the subject.

In some embodiments, the disclosure provides a method of increasing flow of fluid in the central nervous system of a subject, the method comprising: determining the subject to be in need of increased fluid flow in the central nervous system; and administering to a meningeal space of the subject in need an effective amount of an agent that increases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing fluid flow in the central nervous system of the subject.

In some embodiments, the disclosure provides a method of reducing the accumulation of, or reducing a quantity of, accumulated amyloid-beta plaques in a subject having a neurodegenerative disease or a risk factor therefor, the method comprising: determining the subject to have the neurodegenerative disease or the risk factor; and administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby reducing the quantity of accumulated amyloid-beta plaques in the subject.

In some embodiments, the disclosure provides a method of reducing the accumulation of, or reducing a quantity of, accumulated amyloid-beta plaques in a subject having a neurodegenerative disease or a risk factor therefor, the method comprising: determining the subject to have the neurodegenerative disease or the risk factor; and administering to a meningeal space of the subject in need an effective amount of an agent that decreases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby reducing the quantity of accumulated amyloid-beta plaques in the subject.

In some embodiments, the disclosure provides a method of reducing the accumulation of, or reducing a quantity of, accumulated amyloid-beta plaques in a subject having a neurodegenerative disease or a risk factor therefor, the method comprising: determining the subject to have the neurodegenerative disease or the risk factor; and administering to a meningeal space of the subject in need an effective amount of an agent that increases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby reducing the quantity of accumulated amyloid-beta plaques in the subject.

In some embodiments, the disclosure provides a method of increasing clearance of molecules from a central nervous system (CNS) of a subject, comprising administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing clearance of molecules from the CNS of the subject.

In some embodiments, the disclosure provides a method of increasing clearance of molecules from a central nervous system (CNS) of a subject, comprising administering to a meningeal space of the subject in need an effective amount of an agent that decreases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing clearance of molecules from the CNS of the subject.

In some embodiments, the disclosure provides a method of increasing clearance of molecules from a central nervous system (CNS) of a subject, comprising administering to a meningeal space of the subject in need an effective amount of an agent that increases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing clearance of molecules from the CNS of the subject.

In some embodiments, the disclosure provides a method for treating a subject afflicted with a neurological disease, the method comprising administering to the hippocampus of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

In some embodiments, the disclosure provides a method for treating a subject afflicted with a neurological disease, the method comprising administering to the hippocampus of the subject in need an effective amount of an agent that decreases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

In some embodiments, the disclosure provides a method for treating a subject afflicted with a neurological disease, the method comprising administering to the hippocampus of the subject in need an effective amount of an agent that increases the copy number, level of expression, or level of activity of one or more targets in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.

Pharmaceutical Compositions

In some embodiments, the present disclosure provides pharmaceutically acceptable compositions which comprise a therapeutically-effective amount of an agent that modulates (e.g., increases or decreases) the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, formulated together with one or more pharmaceutically acceptable carriers (additives) and/or diluents. As described in detail below, the pharmaceutical compositions of the present disclosure may be specially formulated for administration in solid or liquid form, including those adapted for the following: (1) intrathecal administration; (2) nasal administration; (3) transcranial administration; (4) contact with cerebral spinal fluid (CSF) of the subject; (5) pumping into CSF of the subject; (6) implantation into the skull or brain; (7) contacting a thinned skull or skull portion of the subject with the agent; (8) oral administration, for example, drenches (aqueous or non-aqueous solutions or suspensions), tablets, boluses, powders, granules, pastes; (9) parenteral administration, for example, by subcutaneous, intramuscular or intravenous injection as, for example, a sterile solution or suspension; (10) topical application, for example, as a cream, ointment or spray applied to the skin; (11) intravaginally or intrarectally, for example, as a pessary, cream or foam; or (12) aerosol, for example, as an aqueous aerosol, liposomal preparation or solid particles containing the compound.

The phrase “therapeutically-effective amount” as used herein has its ordinary meaning as understood in the art in view of the specification, and includes an amount of an agent that modulates (e.g., inhibits) target levels, or expression and/or activity of the receptor/ligand complex, or composition comprising an agent that modulates (e.g., inhibits) target levels, or expression and/or activity of the receptor/ligand complex, which is effective for producing some desired therapeutic effect, e.g., a neurological disease treatment, at a reasonable benefit risk ratio.

The phrase “pharmaceutically acceptable” is employed herein has its ordinary meaning as understood in the art in view of the specification, and includes to refer to those agents, materials, compositions, and or dosage forms which are, within the scope of sound medical judgment, suitable for use in contact with the tissues of human beings and animals without excessive toxicity, irritation, allergic response, or other problem or complication, commensurate with a reasonable benefit/risk ratio.

The phrase “pharmaceutically-acceptable carrier” as used herein has its ordinary meaning as understood in the art in view of the specification, and includes a pharmaceutically-acceptable material, composition or vehicle, such as a liquid or solid filler, diluent, excipient, solvent or encapsulating material, involved in carrying or transporting the subject chemical from one organ, or portion of the body, to another organ, or portion of the body. Each carrier must be “acceptable” in the sense of being compatible with the other ingredients of the formulation and not injurious to the subject. Some examples of materials which can serve as pharmaceutically-acceptable carriers include: (1) sugars, such as lactose, glucose and sucrose; (2) starches, such as corn starch and potato starch; (3) cellulose, and its derivatives, such as sodium carboxymethyl cellulose, ethyl cellulose and cellulose acetate; (4) powdered tragacanth; (5) malt; (6) gelatin; (7) talc; (8) excipients, such as cocoa butter and suppository waxes; (9) oils, such as peanut oil, cottonseed oil, safflower oil, sesame oil, olive oil, corn oil and soybean oil; (10) glycols, such as propylene glycol; (11) polyols, such as glycerin, sorbitol, mannitol and polyethylene glycol; (12) esters, such as ethyl oleate and ethyl laurate; (13) agar; (14) buffering agents, such as magnesium hydroxide and aluminum hydroxide; (15) alginic acid; (16) pyrogen-free water; (17) isotonic saline; (18) Ringer's solution; (19) ethyl alcohol; (20) phosphate buffer solutions; and (21) other non-toxic compatible substances employed in pharmaceutical formulations.

The term “pharmaceutically-acceptable salts” refers to the relatively non-toxic, inorganic and organic acid addition salts of the agents that modulates (e.g., inhibits) Target levels, or expression and/or activity of the receptor/ligand complex encompassed by the disclosure. These salts can be prepared in situ during the final isolation and purification of the respiration uncoupling agents, or by separately reacting a purified respiration uncoupling agent in its free base form with a suitable organic or inorganic acid, and isolating the salt thus formed. Representative salts include the hydrobromide, hydrochloride, sulfate, bisulfate, phosphate, nitrate, acetate, valerate, oleate, palmitate, stearate, laurate, benzoate, lactate, phosphate, tosylate, citrate, maleate, fumarate, succinate, tartrate, napthylate, mesylate, glucoheptonate, lactobionate, and laurylsulphonate salts and the like (See, for example, Berge et al. (1977) “Pharmaceutical Salts”, J. Pharm. Sci. 66: 1-19).

In other cases, the agents useful in the methods of the present disclosure may contain one or more acidic functional groups and, thus, are capable of forming pharmaceutically-acceptable salts with pharmaceutically-acceptable bases. The term “pharmaceutically-acceptable salts” in these instances refers to the relatively non-toxic, inorganic and organic base addition salts of agents that modulates Target levels, or expression and/or activity of the receptor/ligand complex. These salts can likewise be prepared in situ during the final isolation and purification of the respiration uncoupling agents, or by separately reacting the purified respiration uncoupling agent in its free acid form with a suitable base, such as the hydroxide, carbonate or bicarbonate of a pharmaceutically-acceptable metal cation, with ammonia, or with a pharmaceutically-acceptable organic primary, secondary or tertiary amine. Representative alkali or alkaline earth salts include the lithium, sodium, potassium, calcium, magnesium, and aluminum salts and the like. Representative organic amines useful for the formation of base addition salts include ethylamine, diethylamine, ethylenediamine, ethanolamine, diethanolamine, piperazine and the like (see, for example, Berge et al, supra).

Wetting agents, emulsifiers and lubricants, such as sodium lauryl sulfate and magnesium stearate, as well as coloring agents, release agents, coating agents, sweetening, flavoring and perfuming agents, preservatives and antioxidants can also be present in the compositions.

Examples of pharmaceutically-acceptable antioxidants include: (1) water soluble antioxidants, such as ascorbic acid, cysteine hydrochloride, sodium bisulfate, sodium metabisulfite, sodium sulfite and the like; (2) oil-soluble antioxidants, such as ascorbyl palmitate, butylated hydroxyanisole (BHA), butylated hydroxytoluene (BHT), lecithin, propyl gallate, alpha-tocopherol, and the like; and (3) metal chelating agents, such as citric acid, ethylenediamine tetraacetic acid (EDTA), sorbitol, tartaric acid, phosphoric acid, and the like.

Formulations useful in the methods of the present disclosure include those suitable for transcranial administration, administration by contact with cerebral spinal fluid (CSF) of the subject, administration by pumping into CSF of the subject, administration by implantation into the skull or brain, administration by contacting a thinned skull or skull portion of the subject with the agent; oral administration, nasal administration, topical administration (including buccal and sublingual), rectal administration, vaginal administration, aerosol administration and/or parenteral administration. The formulations may conveniently be presented in unit dosage form and may be prepared by any methods well known in the art of pharmacy. The amount of active ingredient which can be combined with a carrier material to produce a single dosage form will vary depending upon the host being treated, the particular mode of administration. The amount of active ingredient, which can be combined with a carrier material to produce a single dosage form will generally be that amount of the compound which produces a therapeutic effect. Generally, out of one hundred percent, this amount will range from about 1% to about 99% of active ingredient, and in some embodiments from about 5% to about 70%, and in some embodiments from about 10% to about 30%.

Methods of preparing these formulations or compositions include the step of bringing into association an agent that modulates (e.g., increases or decreases) Target levels, with the carrier and, optionally, one or more accessory ingredients. In general, the formulations are prepared by uniformly and intimately bringing into association a respiration uncoupling agent with liquid carriers, or finely divided solid carriers, or both, and then, if necessary, shaping the product.

Formulations suitable for oral administration may be in the form of capsules, cachets, pills, tablets, lozenges (using a flavored basis, usually sucrose and acacia or tragacanth), powders, granules, or as a solution or a suspension in an aqueous or nonaqueous liquid, or as an oil-in-water or water-in-oil liquid emulsion, or as an elixir or syrup, or as pastilles (using an inert base, such as gelatin and glycerin, or sucrose and acacia) and/or as mouth washes and the like, each containing a predetermined amount of a respiration uncoupling agent as an active ingredient. A compound may also be administered as a bolus, electuary or paste.

In solid dosage forms for oral administration (capsules, tablets, pills, dragees, powders, granules and the like), the active ingredient is mixed with one or more pharmaceutically-acceptable carriers, such as sodium citrate or dicalcium phosphate, and/or any of the following: (1) fillers or extenders, such as starches, lactose, sucrose, glucose, mannitol, and/or silicic acid; (2) binders, such as, for example, carboxymethylcellulose, alginates, gelatin, polyvinyl pyrrolidone, sucrose and/or acacia; (3) humectants, such as glycerol; (4) disintegrating agents, such as agar-agar, calcium carbonate, potato or tapioca starch, alginic acid, certain silicates, and sodium carbonate; (5) solution retarding agents, such as paraffin; (6) absorption accelerators, such as quaternary ammonium compounds; (7) wetting agents, such as, for example, acetyl alcohol and glycerol monostearate; (8) absorbents, such as kaolin and bentonite clay; (9) lubricants, such a talc, calcium stearate, magnesium stearate, solid polyethylene glycols, sodium lauryl sulfate, and mixtures thereof; and (10) coloring agents. In the case of capsules, tablets and pills, the pharmaceutical compositions may also comprise buffering agents. Solid compositions of a similar type may also be employed as fillers in soft and hard-filled gelatin capsules using such excipients as lactose or milk sugars, as well as high molecular weight polyethylene glycols and the like.

A tablet may be made by compression or molding, optionally with one or more accessory ingredients. Compressed tablets may be prepared using binder (for example, gelatin or hydroxypropylmethyl cellulose), lubricant, inert diluent, preservative, disintegrant (for example, sodium starch glycolate or cross-linked sodium carboxymethyl cellulose), surface-active or dispersing agent. Molded tablets may be made by molding in a suitable machine a mixture of the powdered peptide or peptidomimetic moistened with an inert liquid diluent.

Tablets, and other solid dosage forms, such as dragees, capsules, pills and granules, may optionally be scored or prepared with coatings and shells, such as enteric coatings and other coatings well known in the pharmaceutical-formulating art. They may also be formulated so as to provide slow or controlled release of the active ingredient therein using, for example, hydroxypropylmethyl cellulose in varying proportions to provide the desired release profile, other polymer matrices, liposomes and or microspheres. They may be sterilized by, for example, filtration through a bacteria-retaining filter, or by incorporating sterilizing agents in the form of sterile solid compositions, which can be dissolved in sterile water, or some other sterile injectable medium immediately before use. These compositions may also optionally contain opacifying agents and may be of a composition that they release the active ingredient(s) only, or in some embodiments, in a certain portion of the gastrointestinal tract, optionally, in a delayed manner. Examples of embedding compositions, which can be used include polymeric substances and waxes. The active ingredient can also be in micro-encapsulated form, if appropriate, with one or more of the above-described excipients.

Liquid dosage forms for oral administration include pharmaceutically acceptable emulsions, microemulsions, solutions, suspensions, syrups and elixirs. In addition to the active ingredient, the liquid dosage forms may contain inert diluents commonly used in the art, such as, for example, water or other solvents, solubilizing agents and emulsifiers, such as ethyl alcohol, isopropyl alcohol, ethyl carbonate, ethyl acetate, benzyl alcohol, benzyl benzoate, propylene glycol, 1,3-butylene glycol, oils (in particular, cottonseed, groundnut, corn, germ, olive, castor and sesame oils), glycerol, tetrahydrofuryl alcohol, polyethylene glycols and fatty acid esters of sorbitan, and mixtures thereof.

Besides inert diluents, the oral compositions can also include adjuvants such as wetting agents, emulsifying and suspending agents, sweetening, flavoring, coloring, perfuming and preservative agents.

Suspensions, in addition to the active agent may contain suspending agents as, for example, ethoxylated isostearyl alcohols, polyoxyethylene sorbitol and sorbitan esters, microcrystalline cellulose, aluminum metahydroxide, bentonite, agar-agar and tragacanth, and mixtures thereof.

Formulations for rectal or vaginal administration may be presented as a suppository, which may be prepared by mixing one or more respiration uncoupling agents with one or more suitable nonirritating excipients or carriers comprising, for example, cocoa butter, polyethylene glycol, a suppository wax or a salicylate, and which is solid at room temperature, but liquid at body temperature and, therefore, will melt in the rectum or vaginal cavity and release the active agent.

Formulations which are suitable for vaginal administration also include pessaries, tampons, creams, gels, pastes, foams or spray formulations containing such carriers as are known in the art to be appropriate.

Dosage forms for the topical or transdermal administration of an agent that modulates (e.g., increases or decreases) Target levels include powders, sprays, ointments, pastes, creams, lotions, gels, solutions, patches and inhalants. The active component may be mixed under sterile conditions with a pharmaceutically-acceptable carrier, and with any preservatives, buffers, or propellants which may be required.

The ointments, pastes, creams and gels may contain, in addition to a respiration uncoupling agent, excipients, such as animal and vegetable fats, oils, waxes, paraffins, starch, tragacanth, cellulose derivatives, polyethylene glycols, silicones, bentonites, silicic acid, talc and zinc oxide, or mixtures thereof.

Powders and sprays can contain, in addition to an agent that modulates (e.g., increases or decreases) Target levels, excipients such as lactose, talc, silicic acid, aluminum hydroxide, calcium silicates and polyamide powder, or mixtures of these substances. Sprays can additionally contain customary propellants, such as chlorofluorohydrocarbons and volatile unsubstituted hydrocarbons, such as butane and propane.

The agent that modulates (e.g., increases or decreases) Target levels, can be In some embodiments administered by aerosol. This is accomplished by preparing an aqueous aerosol, liposomal preparation or solid particles containing the compound. A nonaqueous (e.g., fluorocarbon propellant) suspension could be used. Sonic nebulizers are employed in some embodiments because they minimize exposing the agent to shear, which can result in degradation of the compound.

Ordinarily, an aqueous aerosol is made by formulating an aqueous solution or suspension of the agent together with conventional pharmaceutically acceptable carriers and stabilizers. The carriers and stabilizers vary with the requirements of the particular compound, but typically include nonionic surfactants (Tweens, Pluronics, or polyethylene glycol), innocuous proteins like serum albumin, sorbitan esters, oleic acid, lecithin, amino acids such as glycine, buffers, salts, sugars or sugar alcohols. Aerosols generally are prepared from isotonic solutions.

Transdermal patches have the added advantage of providing controlled delivery of a respiration uncoupling agent to the body. Such dosage forms can be made by dissolving or dispersing the agent in the proper medium. Absorption enhancers can also be used to increase the flux of the peptidomimetic across the skin. The rate of such flux can be controlled by either providing a rate controlling membrane or dispersing the peptidomimetic in a polymer matrix or gel.

Ophthalmic formulations, eye ointments, powders, solutions and the like, are also contemplated as being within the scope of this disclosure.

Pharmaceutical compositions of this disclosure suitable for parenteral administration comprise one or more respiration uncoupling agents in combination with one or more pharmaceutically-acceptable sterile isotonic aqueous or nonaqueous solutions, dispersions, suspensions or emulsions, or sterile powders which may be reconstituted into sterile injectable solutions or dispersions just prior to use, which may contain antioxidants, buffers, bacteriostats, solutes which render the formulation isotonic with the blood of the intended recipient or suspending or thickening agents.

Examples of suitable aqueous and nonaqueous carriers which may be employed in the pharmaceutical compositions of the disclosure include water, ethanol, polyols (such as glycerol, propylene glycol, polyethylene glycol, and the like), and suitable mixtures thereof, vegetable oils, such as olive oil, and injectable organic esters, such as ethyl oleate. Proper fluidity can be maintained, for example, by the use of coating materials, such as lecithin, by the maintenance of the required particle size in the case of dispersions, and by the use of surfactants.

These compositions may also contain adjuvants such as preservatives, wetting agents, emulsifying agents and dispersing agents. Prevention of the action of microorganisms may be ensured by the inclusion of various antibacterial and antifungal agents, for example, paraben, chlorobutanol, phenol sorbic acid, and the like. It may also be desirable to include isotonic agents, such as sugars, sodium chloride, and the like into the compositions. In addition, prolonged absorption of the injectable pharmaceutical form may be brought about by the inclusion of agents which delay absorption such as aluminum monostearate and gelatin.

In some cases, in order to prolong the effect of a drug, it is desirable to slow the absorption of the drug from subcutaneous or intramuscular injection. This may be accomplished by the use of a liquid suspension of crystalline or amorphous material having poor water solubility. The rate of absorption of the drug then depends upon its rate of dissolution, which, in turn, may depend upon crystal size and crystalline form.

In some embodiments, delayed absorption of a parenterally-administered drug form is accomplished by dissolving or suspending the drug in an oil vehicle.

Injectable depot forms are made by forming microencapsule matrices of an agent that modulates e.g., increases or decreases) Target levels, in biodegradable polymers such as polylactide-polyglycolide. Depending on the ratio of drug to polymer, and the nature of the particular polymer employed, the rate of drug release can be controlled. Examples of other biodegradable polymers include poly(orthoesters) and poly(anhydrides). Depot injectable formulations are also prepared by entrapping the drug in liposomes or microemulsions, which are compatible with body tissue.

When the respiration uncoupling agents of the present disclosure are administered as pharmaceuticals, to humans and animals, they can be given per se or as a pharmaceutical composition containing, for example, 0.1 to 99.5% (in some embodiments, 0.5 to 90%) of active ingredient in combination with a pharmaceutically acceptable carrier.

Actual dosage levels of the active ingredients in the pharmaceutical compositions of this disclosure may be determined by the methods of the present disclosure so as to obtain an amount of the active ingredient, which is effective to achieve the desired therapeutic response for a particular subject, composition, and mode of administration, without being toxic to the subject.

The nucleic acid molecules of the disclosure can be inserted into vectors and used as gene therapy vectors. Gene therapy vectors can be delivered to a subject by, for example, intravenous injection, local administration (see U.S. Pat. No. 5,328,470) or by stereotactic injection (see e.g., Chen et al. (1 94) Proc. Natl. Acad. Sci. USA 91:3054 3057). The pharmaceutical preparation of the gene therapy vector can include the gene therapy vector in an acceptable diluent, or can comprise a slow release matrix in which the gene delivery vehicle is imbedded. In some embodiments, where the complete gene delivery vector can be produced intact from recombinant cells, e.g., retroviral vectors, the pharmaceutical preparation can include one or more cells which produce the gene delivery system.

Administration of Agents

The neurological disease diagnostic, prognostic, prevention, and/or treatment modulating agents of the disclosure are administered to subjects in a biologically compatible form suitable for pharmaceutical administration in vivo, to treat, prevent, or reduce the likelihood of a neurological disease or disorder are provided. Neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, MS, AIDS-related dementia complex, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders include, but are not limited to AD (such as familial AD and/or sporadic AD), dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, HCHWA-D, Familial Danish/British dementia, DLB, LB variant of AD, MSA, FENIB, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of the listed items. By way of example, neurological diseases or disorders can include (but are not limited to) AD, dementia, age-related dementia, PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor, and epilepsy. In some embodiments, the neurological disease or disorder comprises, consists essentially of, or consists of a proteinopathy, for example AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items. In some embodiments, the neurological disease or disorder is AD, dementia, or PD. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE. By “biologically compatible form suitable for administration in vivo” is meant a form of the protein to be administered in which any toxic effects are outweighed by the therapeutic effects of the protein. The term “subject” is intended to include living organisms in which a neurological disease or disorder can be identified, e.g., mammals. Examples of subjects include humans, dogs, cats, mice, rats, and transgenic species thereof.

Administration of an agent as described herein can be in any pharmacological form including a therapeutically active amount of an agent alone or in combination with a pharmaceutically acceptable carrier.

Administration of a therapeutically active amount of the therapeutic composition of the present disclosure is defined as an amount effective, at dosages and for periods of time necessary, to achieve the desired result. For example, a therapeutically active amount of a blocking antibody may vary according to factors such as the disease state, age, sex, and weight of the individual, and the ability of peptide to elicit a desired response in the individual. Dosage regimens can be adjusted to provide the optimum therapeutic response. For example, several divided doses can be administered daily or the dose can be proportionally reduced as indicated by the exigencies of the therapeutic situation. The agents of the disclosure described herein can be administered in a convenient manner such as by transcranial administration, administration by contact with cerebral spinal fluid (CSF) of the subject, administration by pumping into CSF of the subject, administration by implantation into the skull or brain, administration by contacting a thinned skull or skull portion of the subject with the agent, injection (subcutaneous, intravenous, etc.), oral administration, inhalation, transdermal application, or rectal administration. Depending on the route of administration, the active compound can be coated in a material to protect the compound from the action of enzymes, acids and other natural conditions which may inactivate the compound. For example, for administration of agents, by other than parenteral administration, it may be desirable to coat the agent with, or co-administer the agent with, a material to prevent its inactivation.

An agent can be administered to an individual in an appropriate carrier, diluent or adjuvant, co-administered with enzyme inhibitors or in an appropriate carrier such as liposomes. Pharmaceutically acceptable diluents include saline and aqueous buffer solutions. Adjuvant is used in its broadest sense and includes any immune stimulating compound such as interferon. Adjuvants contemplated herein include resorcinols, non-ionic surfactants such as polyoxyethylene oleyl ether and n-hexadecyl polyethylene ether. Enzyme inhibitors include pancreatic trypsin inhibitor, diisopropylfluorophosphate (DEEP) and trasylol. Liposomes include water-in-oil-in-water emulsions as well as conventional liposomes (Sterna et al. (1984) J. Neuroimmunol. 7:27).

The agent may also be administered parenterally or intraperitoneally. Dispersions can also be prepared in glycerol, liquid polyethylene glycols, and mixtures thereof, and in oils. Under ordinary conditions of storage and use, these preparations may contain a preservative to prevent the growth of microorganisms.

Pharmaceutical compositions of agents suitable for injectable use include sterile aqueous solutions (where water soluble) or dispersions and sterile powders for the extemporaneous preparation of sterile injectable solutions or dispersion. In all cases the composition will in some embodiments be sterile and must be fluid to the extent that easy syringeability exists. It will in some embodiments be stable under the conditions of manufacture and storage and preserved against the contaminating action of microorganisms such as bacteria and fungi. The carrier can be a solvent or dispersion medium containing, for example, water, ethanol, polyol (for example, glycerol, propylene glycol, and liquid polyethylene glycol, and the like), and suitable mixtures thereof. The proper fluidity can be maintained, for example, by the use of a coating such as lecithin, by the maintenance of the required particle size in the case of dispersion and by the use of surfactants. Prevention of the action of microorganisms can be achieved by various antibacterial and antifungal agents, for example, parabens, chlorobutanol, phenol, ascorbic acid, thimerosal, and the like. In some embodiments, include isotonic agents, for example, sugars, polyalcohols such as manitol, sorbitol, sodium chloride in the composition. Prolonged absorption of the injectable compositions can be brought about by including in the composition an agent which delays absorption, for example, aluminum monostearate and gelatin.

Sterile injectable solutions can be prepared by incorporating an agent of the disclosure (e.g., an antibody, peptide, fusion protein or small molecule) in the required amount in an appropriate solvent with one or a combination of ingredients enumerated above, as required, followed by filtered sterilization. Generally, dispersions are prepared by incorporating the active compound into a sterile vehicle which contains a basic dispersion medium and the required other ingredients from those enumerated above. In the case of sterile powders for the preparation of sterile injectable solutions, and, in some embodiments methods of preparation are vacuum drying and freeze-drying which yields a powder of the agent plus any additional desired ingredient from a previously sterile-filtered solution thereof.

When the agent is suitably protected, as described above, the protein can be orally administered, for example, with an inert diluent or an assimilable edible carrier. As used herein “pharmaceutically acceptable carrier” has its ordinary meaning as understood in the art in view of the specification, and includes any and all solvents, dispersion media, coatings, antibacterial and antifungal agents, isotonic and absorption delaying agents, and the like. The use of such media and agents for pharmaceutically active substances is well known in the art. Except insofar as any conventional media or agent is incompatible with the active compound, use thereof in the therapeutic compositions is contemplated. Supplementary active compounds can also be incorporated into the compositions.

It is especially advantageous to formulate parenteral compositions in dosage unit form for ease of administration and uniformity of dosage. “Dosage unit form”, as used herein, has its ordinary meaning as understood in the art in view of the specification, and includes physically discrete units suited as unitary dosages for the mammalian subjects to be treated; each unit containing a predetermined quantity of active compound calculated to produce the desired therapeutic effect in association with the required pharmaceutical carrier. The specification for the dosage unit forms of the disclosure are dictated by, and directly dependent on, (a) the unique characteristics of the active compound and the particular therapeutic effect to be achieved, and (b) the limitations inherent in the art of compounding such an active compound for the treatment of sensitivity in individuals. In some embodiments, an agent of the disclosure is an antibody. As defined herein, a therapeutically effective amount of antibody (e.g., an effective dosage) ranges from about 0.001 to 30 mg kg body weight, in some embodiments about 0.01 to 25 mg kg body weight, in some embodiments about 0.1 to 20 mg kg body weight, and in some embodiments about 1 to 10 mg/kg, 2 to 9 mg/kg, 3 to 8 mg kg, 4 to 7 mg/kg, or 5 to 6 mg kg, or a range defined by any two of the preceding values, body weight. The skilled artisan will appreciate that certain factors may influence the dosage required to effectively treat a subject, including but not limited to the severity of the disease or disorder, previous treatments, the general health and/or age of the subject, and other diseases present.

Moreover, treatment of a subject with a therapeutically effective amount of an antibody can include a single treatment or, in some embodiments, can include a series of treatments. In some embodiments, a subject is treated with antibody in the range of between about 0.1 to 20 mg kg body weight, one time per week for between about 1 to 10 weeks, in some embodiments between 2 to 8 weeks, in some embodiments between about 3 to 7 weeks, and in some embodiments for about 4, 5, or 6 weeks, or a range defined by any two of the preceding values. It will also be appreciated that the effective dosage of antibody used for treatment may increase or decrease over the course of a particular treatment. Changes in dosage may result from the results of diagnostic assays. In addition, an antibody of the disclosure can also be administered in combination therapy with, e.g., chemotherapeutic agents, hormones, antiangiogens, radiolabeled, compounds, or with surgery, cryotherapy, and/or radiotherapy. An antibody of the disclosure can also be administered in conjunction with other forms of conventional therapy, either consecutively with, pre- or post-conventional therapy. For example, the antibody can be administered with a therapeutically effective dose of chemotherapeutic agent. In some embodiment, the antibody can be administered in conjunction with chemotherapy to enhance the activity and efficacy of the chemotherapeutic agent. The Physicians' Desk Reference (PDR) discloses dosages of chemotherapeutic agents that have been used in the treatment of various neurological disease and disorders. The dosing regimen and dosages of these aforementioned chemotherapeutic drugs that are therapeutically effective will depend on the particular neurological disease or disorder, being treated, the extent of the disease and other factors familiar to the physician of skill in the art and can be determined by the physician.

In addition, the agents of the disclosure described herein can be administered using nanoparticle-based composition and delivery methods well known to the skilled artisan. For example, nanoparticle-based delivery for improved nucleic acid (e.g., small RNAs) therapeutics are well known in the art (Expert Opinion on Biological Therapy 7: 1811-1822).

EXAMPLES Materials and Methods Mouse Strains and Housing

Male or female wild-type mice (C57BL/6J background) were either bred in-house, purchased from the Jackson Laboratory (Bar Harbor, Me., USA) or provided by the National Institutes of Health/National Institute on Aging (Bethesda, Md., USA). All mice were maintained in the animal facility for habituation for at least 1 week prior to the start of the manipulation/experimentation. C57BL/6J wild-type mice were tested at 2-3, 12-14 and 20-24 months of age. Male hemizygous B6.Cg-Tg(PDGFB-APPSw/nd)20Lms/2Mmjax (J20, JAX stock #006293) and B6.Cg-Tg(APPSwFILon,PSEN1*M146L*L286V)6799Vas/Mmjax (5×FAD, JAX stock #008730) were purchased from the Jackson Laboratory and bred in-house on a C57BL/6J background. J20 hemizygous mice present diffuse Aβ deposition in the dentate gyrus and neocortex at 5-7 months, with all transgenic mice exhibiting plaques by the age of 8-10 months⁴⁴. 5×FAD hemizygous mice overexpress the transgene constructs under neural-specific elements of the mouse thymocyte differentiation antigen 1 promoter and present accelerated accumulation of Aβ₄₂ and deposition of amyloid and gliosis in the brain starting at 2 months of age, with dramatic amyloid plaque load without major behavioral deficits at 5 months⁴⁵. In-house bred male transgene carriers and non-carrier (WT) littermates were used at different ages that are indicated throughout the manuscript. Prox1^(LacZ) mice (designated Prox1^(+/−) mice in this manuscript) on a NMRI background (kindly provided by Dr. Guillermo Oliver, Northwestern University, Chicago, Ill.) were also bred in-house and used in this study as a constitutive model for dysfunctional lymphatic vessels⁴⁶. Mice of all strains were housed in an environment with controlled temperature and humidity, on 12 hours light/dark cycles (lights on at 7:00), and fed with regular rodent's chow and sterilized tap water ad libitum. All experiments were approved by the Institutional Animal Care and Use Committee of the University of Virginia.

Intra-Cisterna Magna Injections

Mice were anaesthetized by intraperitoneal (i.p.) injection of a mixed solution of ketamine (100 mg/Kg) and xylazine (10 mg/Kg) in saline. The skin of the neck was shaved and cleaned with iodine and 70% ethanol, ophthalmic solution placed on the eyes to prevent drying and the mouse's head was secured in a stereotaxic frame. After making a skin incision, the muscle layers were retracted and the cisterna magna exposed. Using a Hamilton syringe (coupled to a 33-gauge needle), the volume of the desired tracer solution was injected into the CSF-filled cisterna magna compartment. For brain CSF influx and lymphatic drainage experiments, 2 or 5 μL of Alexa Fluor® 594 or 647 conjugated OVA (Thermo Fisher Scientific), at 0.5 mg/mL in artificial CSF (#597316, Harvard Apparatus U.K.), were injected at a rate of 2.5 μL/min. After injecting, the syringe was left in place for additional 2 min to prevent back-flow of CSF. The neck skin was then sutured, the mice were subcutaneously injected with ketoprofen (2 mg/Kg) and allowed to recover on a heating pad until fully awake.

Meningeal Lymphatic Vessel Ablation

Selective ablation of the meningeal lymphatic vessels was achieved by i.c.m. injection and transcranial photoconversion of Visudyne® (verteporfin for injection, Valeant Ophtalmics). Visudyne was reconstituted following manufacturer instructions and 5 μL was injected i.c.m. following the previously described procedure. After 15 min, an incision was performed in the skin to expose the skull bone and Visudyne was photoconverted by pointing a 689-nm wavelength non-thermal red light (Coherent Opal Photoactivator, Lumenis) on 5 different spots above the intact skull (1 on the injection site, 1 on the superior sagittal sinus, 1 at the junction of all sinuses and 2 on the transverse sinuses). Each spot was irradiated with a light dose of 50 J/cm² at an intensity of 600 mW/cm² for a total of 83 s. Controls were injected with the same volume of Visudyne (without the photoconversion step) or sterile saline plus photoconversion (vehicle/photoconversion). The scalp skin was then sutured, the mice were subcutaneously injected with ketoprofen (2 mg/Kg) and allowed to recover on a heating pad until fully awake.

Lymphatic Vessel Ligation

Surgical ligation of the lymphatics afferent to the dCLNs was performed as described before⁴⁷. Briefly, mice were anaesthetized by i.p. injection with ketamine and xylazine in saline, the skin of the neck was shaved and cleaned with iodine and 70% ethanol and ophthalmic solution placed on the eyes to prevent drying. A midline incision was made 5 mm superior to the clavicle. The sternocleidomastoid muscles were retracted and the dCLNs were exposed on each side. Ligation of the afferent lymphatic vessels on each side was performed with 10-0 synthetic, non-absorbable suture. Control mice were submitted to a sham surgery consisting of the skin incision and retraction of the sternocleidomastoid muscle only. The skin was then sutured, the mice were subcutaneously injected with ketoprofen (2 mg/Kg) and allowed to recover on a heating pad until fully awake.

Brain Parenchymal Injections

Mice were anaesthetized by i.p. injection of ketamine and xylazine in saline and the head was secured in a stereotaxic frame. An incision was made in the skin to expose the skull and a hole was drilled at +1.5 mm in the anterior-posterior axis and −1.5 mm in the medial-lateral axis relative to bregma. Then, using a Hamilton syringe (coupled to a 33-gauge needle) placed at +2.5 mm in the dorsal-ventral axis (relative to bregma), 1 μL of either Alexa Fluor® 647 conjugated OVA (at 0.5 mg/mL), HiLyte™ Fluor 647 conjugated Aβ₄₂ (at 0.05 μg/mL, AnaSpec, Inc.) or BODIPY™ FL conjugated low density lipoprotein (LDL) from human plasma (at 0.1 mg/mL, Thermo Fisher Scientific) in artificial CSF were injected at a rate of 0.2 μL/min into the brain parenchyma. Concentrations of the injected fluorescent Aβ₄₂ and LDL molecular tracers were chosen in order to be comparable to levels detected in brain ISF of AD transgenic mice⁴⁷ and in plasma of C57BL/6 mice⁴⁸, respectively. After injecting, the syringe was left in place for additional 5 min to prevent back-flow. The scalp skin was then sutured, the mice were subcutaneously injected with ketoprofen (2 mg/Kg) and allowed to recover on a heating pad until further use.

AAV Delivery

For experiments assessing the effect of viral-mediated expression of mVEGF-C(NM_009506.2) on meningeal lymphatics, 2 μL of artificial CSF containing 10¹³ genome copies per mL of AAV1-CMV-mVEGF-C, or control AAV1-CMV-EGFP (AAV1, adeno-associated virus serotype 1; CMV, cytomegalovirus promoter; EGFP, enhanced green fluorescent protein; purchased from Vector BioLabs, Philadelphia), were injected directly into the cisterna magna CSF at a rate of 2 μL/min, following the previously described i.c.m. injection procedure.

Transcranial Recombinant VEGF-C Delivery

A hydrogel of 1.4% hyaluronic acid and 3% methylcellulose alone (vehicle) or with 200 ng/mL of encapsulated human VEGF-C(PeproTech) or VEGF-C156S (R&D Systems) was prepared as described elsewhere⁴⁹. Briefly, lyophilized, sterile methylcellulose (4000 cP, Sigma-Aldrich) and sterile hyaluronic acid (1500-1800 kDa, Sigma-Aldrich) were sequentially dissolved in sterile 0.1 M phosphate buffered saline (PBS) at 4° C. overnight. Lyophilized VEGF-C or VEGF-C156S were resuspended as particulate at 2000 ng/mL in 0.5% sterile methylcellulose in PBS. The particulate solution, or vehicle 0.5% methylcellulose, was mixed into the hydrogel pre-solution at 1:10, and loaded into a syringe for gelation at 37° C. The methylcellulose provided more stability, by promoting thermal gelation, and increased the hydrophobic properties of the gel⁴⁹, sustaining the release of VEGF-C or VEGF-C156S up to 7-10 days in vitro (verified using an ELISA for human VEGF-C, R&D Systems). The hydrogels were prepared on the day of the experiment and kept warm inside the individual syringes until applied onto the mouse's skull. The mouse was anaesthetized by i.p. injection of ketamine and xylazine in saline and the head was secured in a stereotaxic frame. An incision was made in the scalp skin and the skull was thinned at the junction of all sinuses and above the transverse sinus. The shear-thinning properties of the polymers allowed the extrusion of 100 μL of each hydrogel solution from the syringe into the thinned skull surface. The scalp skin was then sutured on top of the solidified hydrogel, the mice were subcutaneously injected with ketoprofen (2 mg/Kg) and allowed to recover on a heating pad until fully awake. Taking the into account the release kinetics of 7-10 days, hydrogels were re-applied, following the same methodology, 2 weeks after the first treatment.

MRI Acquisitions and Analysis

All MRI acquisitions were performed at the University of Virginia Molecular Imaging Core facilities in a 7T Clinscan system (Bruker, Ettlingen, Germany) equipped with a 30 mm diameter cylindrical RF Coil. For analysis of mouse intracranial vascular structure, mice were placed in the 7T Clinscan system under light anaesthesia with isoflurane (1-1.25% in oxygen). Structural imaging data of intracranial arteries (magnetic resonance angiography or MRA) was acquired with a high-resolution 3D isotropic Spiral Cine Phase Contrast (SCPC) technique: repetition time (TR)=15 ms, echo time (TE)=0.63 ms, field of view (FOV)=25×25 mm, slice thickness=0.01 mm, number of sagittal slices=160, number of averages per phase-encode step (NEX)=1 and flip angle (FA)=20°. Total imaging time was of about 15 min per mouse. Structural imaging data of intracranial veins (magnetic resonance venography or MRV) was acquired with a high-resolution 3D isotropic SCPC technique with a saturation band positioned caudal to the slices, in order to saturate the arterial signal: TR=17 ms, TE=4.54 ms, FOV=17×26 mm, slice thickness=0.3 mm, number of sagittal slices=160, NEX=2 and FA=90°. Total imaging time was of about 13 min per mouse. Vascular volume and diameters were quantified using semi-automatic segmentation tools provided in the OsiriX software. For analysis of mouse brain ventricular volume, mice were placed in the 7T Clinscan system under light anaesthesia with isoflurane and structural imaging data were acquired with a high-resolution 3D isotropic T2-weighted SPACE technique with the following parameters: TR=3000 ms, TE=139 ms, FOV=26×20.5 mm, slice thickness=0.13 mm, number of slices=160 and NEX=3, requiring a total acquisition time of about 16 min per mouse. Ventricular volumes were quantified using semi-automatic segmentation tools provided in the OsiriX software.

Measurement of blood-brain barrier integrity was based on previously published methodology with minor modifications (Li, W. et al. A quantitative MRI method for imaging blood-brain barrier leakage in experimental traumatic brain injury. PLoS One 9, e114173, (2014)). Initially, a pre-contrast image was acquired after placing the mice in the 7T Clinscan system under light anaesthesia with isoflurane. Gadobenate dimeglumine (gadolinium or Gd, MultiHance, Bracco Diagnostics, Princeton, N.J.) at 0.3 mmol/kg was then injected intravenously (i.v.), through a catheter inserted in the tail vein. To assess the rate of influx of a CSF tracer into the brain, mice were anaesthetized by i.p. injection of ketamine and xylazine in saline and an i.c.m. injection of 5 μL of Gd at a concentration of 25 mM in saline was performed. The Gd concentration of 25 mM was chosen based on previous published methodology (Iliff, J. J. et al. Brain-wide pathway for waste clearance captured by contrast-enhanced MRI. J Clin Invest 123, 1299-1309, (2013)) and on MRI acquisitions performed after i.c.m. injection of 1, 10 or 25 mM Gd (see FIGS. 7A-V). The mice were placed in the MRI apparatus and maintained under light anaesthesia with isoflurane. For MRI acquisition, maximum gradient strength of the system was 500 mT/m and the peak slew rate achievable was 6667 mT/m/ms. After i.v. injection of Gd or 10 min after injecting gadolinium into the CSF, a series of post-contrast T1-weighted images were taken through the head with the following parameters: TR=500 ms, TE=11 ms, FOV=20×20 mm with a 192×192 matrix (104 μm×104 μm resolution), slice thickness=0.7 mm, number of slices=22 and NEX=2. For i.v. Gd injection 5 post-contrast images were acquired requiring about 16 min per mouse (each sequence taken every 194 s). For brain influx of Gd injected into the CSF, the total acquisition time was of about 52 min per mouse (194 s×16 sequences per mouse), meaning that T1 images were acquired for approximately 1 hour post-injection.

MR-compatible physiological monitoring and gating system for mice (SA Instruments, Inc., Stony Brook, N.Y.) was used for T1 and T2 acquisitions.

Measurement of gadolinium influx rate and modeling of tracer advection-diffusion within the brain were achieved using Lymph4D, a software developed in-house and available for revision purposes on the following link on the world wide web: viva-lab.ece.virginia.edu/lymph4d. To allow for a direct comparison between the different conditions, the MRI stacks S_(i)(x, y, z, t) of the imaged mice (4 vehicle and 4 Visudyne) were aligned to a Visudyne stack V₁(x, y, z, t), chosen as reference. Before proceeding with the automated registration in the (x, y) plane, the stacks were manually aligned along the z (sagittal) direction, to ensure the correspondence between (x, y) (transversal plane) slices, and cropped both in the z and t (time) direction, to ensure that each set of coordinates (x, y, z, t) contained meaningful data. To optimize the slice alignment in the (x, y) plane, scale pyramids (Adelson, E. H., Anderson, C. H., Bergen, J. R., Burt, P. J. & Ogden, J. M. Pyramid methods in image processing. RCA engineer 29, 33-41, (1984).) (3 levels deep) were computed for both the image to be registered and the reference. Starting from the coarser scale, the optimal non-reflective transformation matrix (restricted to translation, rotation, and scaling) was evaluated by using an iterative process based on the steep gradient descent method with a mean square error (MSE) cost function. After reaching algorithm convergence at the largest scale, or the maximum number of allowed iterations, the alignment was refined using progressively finer scales. A linear interpolation mapping was then used to reconstruct the image registered using the optimized transformation matrix. The following alignment strategy was used. Given a stack S_(i) to be aligned to V₁, for every slice z_(j)(t)=S_(i)(x, y, z_(j), t) at a given location in the sagittal direction (z=z_(j)), the optimal transformation matrix was evaluated at every available time (t) and the quality (MSE) of the resulting alignment measured. The transformation resulting in the lowest MSE (highest quality) was used to re-align all the z_(j)(t) slices for each available time (t), ensuring consistent alignment along the temporal direction. This was key to the analysis of the transport model described next. After the alignment, rate of contrast agent influx in outlined regions of the brain (namely hippocampus and cortex) was obtained by measuring the gain in signal intensity after subtraction of the baseline values (sequence 1) to the images in sequence 2 and subsequent sequences. Also, after the alignment, contrast measurement, providing the difference between the maximum and the minimum values observed along the temporal direction during the experiment duration (variability in tracer signal intensity over time), was evaluated for a given (x, y, z) location in the S; stack using:

${\Delta\;{L_{i}\left( {x,y,z} \right)}} = {{\max\limits_{t}{S_{i}\left( {x,y,z,t} \right)}} - {\min\limits_{t}{S_{i}\left( {x,y,z,t} \right)}}}$

To evaluate the component of the transport mechanism within the brain a model combining the microscopic diffusive and the macroscopic advective (bulk motion) processes, with the presence of sources/sinks, was implemented. The model used is described by the following differential equation:

$\frac{\partial{\phi\left( {x,t} \right)}}{\partial t} = {{\nabla{\cdot \left\lbrack {{D\left( {x,t} \right)}{\nabla{\phi\left( {x,t} \right)}}} \right\rbrack}} - {\nabla{\cdot \left\lbrack {{\phi\left( {x,t} \right)}{u\left( {x,t} \right)}} \right\rbrack}} + {\sigma\left( {x,t} \right)}}$ where: ${\phi\left( {x,t} \right)}\mspace{14mu}{is}\mspace{14mu}{the}\mspace{14mu}{{concentration}\mspace{14mu}\left\lbrack \frac{amount}{L^{3}} \right\rbrack}$ ${D\left( {x,t} \right)}\mspace{14mu}{is}\mspace{14mu}{the}\mspace{14mu}{diffusion}\mspace{14mu}{{coefficient}\mspace{14mu}\left\lbrack \frac{L^{2}}{T} \right\rbrack}$ ${u\left( {x,t} \right)}\mspace{11mu}{is}\mspace{14mu}{the}\mspace{14mu}{velocity}\mspace{14mu}{{field}\mspace{20mu}\left\lbrack \frac{L}{T} \right\rbrack}$ ${\sigma\left( {x,t} \right)}\mspace{14mu}{are}\mspace{14mu}{the}\mspace{14mu}{{sources}/{{sinks}\mspace{14mu}\left\lbrack \frac{amount}{L^{3}T} \right\rbrack}}$ (x, t)  are  location  [L]  and  time  [T]

The model was discretized using the forward-time central-space (FTCS) finite difference method (Ferziger, J. H. & Perić, M. Finite Difference Methods. In: Computational Methods for Fluid Dynamics. 3rd edition, 39-69, Springer, Berlin, Heidelberg, (2002).) after the following assumptions. The concentration (x, t) was considered proportional to the measured MRI signal intensity. The diffusion coefficient D(x, t) was considered isotropic and constant over the duration of the experiment. Velocity field (x, t) and sources/sinks (x, t) were considered constant over the duration of the experiment. Furthermore, due the difference in spatial sampling between the sagittal and transversal directions (0.7 mm vs. 104 μm), each transversal slice z_(j)(t) was considered independently with the source/sink term summarizing the results of potential interactions with the neighboring slices along the sagittal direction. The final discretized model was used in an inverse problem framework to evaluate the parameters (D(x), u(x), and σ(x)) generating the concentration spatiotemporal evolution ϕ(x, t) that best matched the MRI data. For every location x, the matching problem was posed as a constrained least-square optimization using data extracted from a spatiotemporal neighborhood of x. The results of the optimization were presented as a 2D maps, one for each of the model parameters: isotropic diffusion coefficient (used in this study), velocity components and derived magnitude and direction, and sources and sinks. 2D maps of isotropic diffusion coefficient were further used to assess the area fraction of high, medium and low coefficient values, by means of the tools available in FIJI image processing software (NIH), and calculate the difference between Visudyne and vehicle in each of the stacks.

Photoacoustic Imaging

Adult mice were maintained under anesthesia with 1.5% isoflurane and at a constant body temperature with the aid of a heating pad. A surgical incision was made in the scalp and the fascia was removed to expose the skull. One day prior to the imaging, the skull over the region of interest was thinned to the desired thickness (˜100 μm). Mice were then imaged by multi-parametric photoacoustic microscopy, which is capable of simultaneously image oxygen saturation of hemoglobin (s02) and blood flow speed as described previously⁵⁰. Using the oxy-hemoglobin and deoxy-hemoglobin values, recorded using two nanosecond-pulsed lasers (532 and 559 nm), it is possible to compute the final sO2. Correlation analysis of adjacent A-line signals allows the quantification of blood flow speed within individual vessels. By segmenting major vessels within the region of interest, average values of the blood flow speed and sO2 were extracted for quantitative analysis.

Open Field Test

Open field was performed following a published protocol⁵¹ with minor modifications. Mice were carried to the behavior room to habituate at least 30 min before starting the test. Mice were then placed into the open field arena (made of opaque white plastic material, 35 cm×35 cm) by a blinded experimenter and allowed to explore it for 15 min. Total distance (cm) and % time spent in the center (22 cm×22 cm) were quantified using video tracking software (TopScan, CleverSys, Inc.).

Novel Location Recognition Test

Novel location recognition test was performed following a published protocol⁵² with modifications. The experimental apparatus used in this study was the same square box made of opaque white plastic (35 cm×35 cm) used in the Open field test. The mice were first habituated to the apparatus for 15 min. Two different plastic objects (one red and the other blue and with different shapes) were then positioned in a defined spatial orientation, namely on each corner of the arena and 5 cm away from each adjacent arena wall. Mice were then placed in the arena (by a blinded experimenter), facing the wall farther away from the objects and allowed to explore the arena and objects for 10 min. Twenty-four hours later, the mice were placed in the same box with the same two objects, but one of them had switched location and was placed in a new quadrant, obliquely to the familiar object (novel location test). The time spent exploring the objects in the familiar and novel locations was also measured for 10 min. Exploration of an object was assumed when the mouse approached an object and touched it with its vibrissae, snout or forepaws and was measured using a video tracking software (TopScan, CleverSys, Inc.). The object location preference (% of time with object) was calculated as the exploration time of the objects in the familiar or in the novel location/total exploration time.

Contextual Fear Conditioning Test

This behavioral test was performed following a published protocol⁵³ with modifications. In this associative learning task, mice are presented with a neutral conditioned cue stimulus that is paired with an aversive unconditioned stimulus in a particular context. The mice learn that the chamber context and the cue stimulus predict the aversive stimulus and elicit a specific behavioral response, namely freezing. Mice were brought into the testing room to acclimate for at least 30 minutes before testing. For the test, we used two Habitest® chambers (Coulbourn Instruments, Allentown, Pa., USA) with stainless grid floors attached to a shock generator for foot shock delivery and dimly illuminated with a white fluorescent light bulb. The chambers were cleaned and made odor-free before starting the experiment and between each session (or each mouse). The fear conditioning test was conducted over 2 days. On day 1, mice were placed in the conditioning chamber and allowed to habituate for 3 minutes. Then, mice received three pairs of cue-aversive stimuli, consisting of tone (18 s, 5 kHz, 75 dB)-shock (2 s, 0.5 mA) pairings, separated by an interval of 40 s (total of 3 minutes). Mice were returned to their home cage 30 sec after the last shock presentation. On day 2, mice were tested and scored for conditioned fear to the training context for 3 minutes (context test), but with no presentation of the cue stimulus. Two hours later, mice were presented to a novel context, where the light intensity was slightly increased, the grid and walls of the chamber were covered by plastic inserts with different texture and colours and the inside of the chamber was scented with a paper towel dabbed with vanilla extract placed under the floor grid. In this last session, mice were placed in the conditioning chamber and allowed to habituate for 3 minutes, after which they received a continuous cue stimulus (tone) for an additional 3 minutes (cued test). Mice behaviour was recorded by a digital video camera mounted above the conditioning chamber and freezing was manually scored by a blinded experimenter using the Etholog V2.2 software. Parameters analysed included the percentage of time freezing during the 3 minutes of the context test and the last 3 minutes of the cued test.

MWM Test

The Morris water maze test was performed as described before⁵³, but with modifications. Mice were transported to the behavior room to habituate at least 30 min before starting the test. The MWM test consisted of 4 days of acquisition, 1 day of probe trial and 2 days of reversal. In the acquisition, mice performed four trials per day, for 4 consecutive days, to find a hidden 10-cm diameter platform located 1 cm below the water surface in a pool 1 m in diameter. Tap water was made opaque with nontoxic tempera white paint and the water temperature was kept at 23±1° C. A dim light source was placed within the testing room and only distal visual cues were available above each quadrant of the swimming pool to aid in the spatial navigation and location of the submerged platform. The latency to platform, e.g., the time required by the mouse to find and climb onto the platform, was recorded for up to 60 s. Each mouse was allowed to remain on the platform for 20 s and was then moved from the maze to its home cage. If the mouse did not find the platform within 60 s, it was manually placed on the platform and returned to its home cage after 20 s. The inter-trial interval for each mouse was of at least 5 min. On day 5, the platform was removed from the pool, and each mouse was tested in a probe trial for 60 s. On days 1 and 2 of the reversal, without changing the position of the visual cues, the platform was placed in the quadrant opposite to the original acquisition quadrant and the mouse was retrained for four trials per day. All MWM testing was performed between 1 p.m. and 6 p.m., during the lights-on phase, by a blinded experimenter. During the acquisition, probe and reversal, data were recorded using the EthoVision automated tracking system (Noldus Information Technology). The mean latency (in s) of the four trials was calculated for each day of test. The % of time in the platform quadrant was calculated for the probe trial. Additionally, using a modified version of previous published methods^(54,55), the full tracked path taken by each mouse in every trial of the acquisition and reversal days was used to classify the type of navigation strategy as either egocentric or allocentric by a blinded experimenter. The mean % of allocentric navigation of four trials was calculated for each day.

CSF and Tissue Collection and Processing

Mice were given a lethal dose of anesthetics by intraperitoneal (i.p.) injection of Euthasol (10% v/v in saline). When needed, CSF was collected from the cisterna magna using a 0.5 mm diameter borosilicate glass pipette with internal filament and immediately stored at −80° C. Mice were then transcardially perfused with ice cold PBS with heparin (10 U/mL). Deep cervical lymph nodes were dissected and drop fixed in 4% paraformaldehyde (PFA) for 12 hours at 4° C. After stripping the skin and muscle from the bone the head was collected and drop fixed in 4% PFA. After removal of the mandibles and the skull rostral to maxillae, the top of the skull (skullcap) was removed with surgical curved scissors by cutting clockwise, beginning and ending inferior to the right post-tympanic hook and kept in PBS 0.02% azide at 4° C. until further use. The brains were kept in 4% PFA for additional 24 hours (48 hours in total). Fixed brain and dCLNs were then washed with PBS, cryoprotected with 30% sucrose and frozen in Tissue-Plus® O.C.T. compound (Thermo Fisher Scientific). Fixed and frozen brains were sliced (100 μm thick sections) with a cryostat (Leica) and kept in PBS 0.02% azide at 4° C. Frozen lymph nodes were sliced (30 μm thick sections) in a cryostat, collected into gelatin-coated Superfrost™ Plus slides (Thermo Fisher Scientific) and stored at −20° C. In some embodiments, after euthanizing and perfusing the mouse, the skullcap was removed from the mouse's head and drop fixed in 4% PFA for 12 hours, and the brains were immediately collected into O.C.T. compound, snap frozen in dry ice and stored at −80° C. Fresh frozen brains were then sliced (30 μm thick sections) in the cryostat and sections were directly collected into Superfrost™ Plus slides and kept at −20° C. until further use. Fixed meninges (dura mater and arachnoid) were carefully dissected from the skullcaps with Dumont #5 forceps (Fine Science Tools) and kept in PBS 0.02% azide at 4° C. until further use.

Aβ Measurement in CSF

To measure the concentration of Aβ_(1-37/42) peptides in the CSF of J20 mice an in-house direct ELISA assay was used. Briefly, Nunc MaxiSorp® flat-bottom 96-well plates (ThermoFisher Scientific) were coated with 2 μL of CSF diluted in 98 μL of a KH₂PO₄/K₂HPO₄ buffer (pH 8.0) solution (1:50 dilution factor), for 2 h at 37° C. After washing with PBS 0.05% Tween® 20 (Sigma-Aldrich), a blocking step with PBS 1% skim milk was performed for 1 h at room temperature (RT). Then, consecutive incubations for 1 h at RT were performed: first with rabbit anti-Aβ_(1-37/42) (Cell Signaling, clone D54D2, 1:500), second with biotinylated goat anti-rabbit (Vector Laboratories, BA-1000, 1:500) and third with streptavidin-horseradish peroxidase (1:2500, Sigma-Aldrich). Each incubation step was separated by thorough washes with PBS 0.05% Tween® 20 and PBS. Finally, a citrate-phosphate buffer (pH 4.3) solution containing 0.1% of 2,2′-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid) diammonium salt (ABTS, Sigma-Aldrich) was added to each well and absorbance was read at 405 nm. The standard curve used to extrapolate the concentration of Aβ_(1-37/42) in the CSF was obtained using known concentrations of human Aβ₄₂ (AnaSpec, Inc.) that ranged from 0.1 to 100 ng/mL (considering the linearity of the assay). Data processing was done with Excel and statistical analysis performed using Prism 7.0a (GraphPad Software, Inc.).

Human Samples

Autopsy specimens of human brain and dura from non-AD (n=8) or AD (n=9) patients were obtained from the Department of Pathology at the University of Virginia. All samples were from consenting patients that gave no restriction to the use of their body for research and teaching (through an UVA's Institutional Review Board for Health Sciences Research). Diagnosis criteria and pathological score were performed following the National Institute on Aging/Alzheimer's Association guidelines⁵⁶, based on the ABC (Amyloid, Braak, CERAD) score, for seven of the AD cases; old guidelines were used to diagnose and score two of the AD cases (Table 1). All obtained samples were fixed in a 20% formalin solution and kept in paraffin blocks until further sectioning. Prior to immunohistochemical staining, slides containing 10 μm thick sections were heated to 70° C. for 30 min and de-paraffinized by washing sections with xylene, xylene 1:1 100% ethanol (v/v), and 100, 95, 70 and 50% ethanol in water. Finally tissue sections were rehydrated by rinsing with cold tap water.

Immunohistochemistry, Imaging and Quantifications

Mouse fresh frozen brain sections were fixed with 4% PFA for 30 min, rinsed in dH₂O and submitted to a heat-induced antigen retrieval step with 10 mM citrate buffer for 20 min. After de-paraffinization, sections of human brain or dura were submitted to the same antigen retrieval step for 20 min. The steps described next were generally applied for mouse fresh frozen or fixed free-floating brain sections, lymph node sections on slide, meningeal whole-mounts and human fixed tissue. For immunofluorescence staining, tissue was rinsed in PBS and washed with PBS 0.5% Triton-X-100 for 10 min, followed by incubation in PBS 0.5% Triton-X-100 containing 0.5% of normal serum (either goat or chicken) and 0.5% bovine serum albumin (BSA) for 1 hour at RT. This blocking step was followed by incubation with appropriate dilutions of primary antibodies: anti-LYVE-1 eFluor 660 or anti-LYVE-1 Alexa Fluor® 488 (eBioscience, clone ALY7, 1:200), anti-CD31 (Millipore Sigma, MAB1398Z, clone 2H8, 1:200), anti-IBA1 (Abcam, ab5076, 1:300), anti-GFAP (Millipore Sigma, ab5541, 1:300), anti-AQP4 (Millipore Sigma, A5971, 1:200), anti-Ki67 (Abcam, ab15580, 1:100), anti-hAβ₁₋₁₆ (BioLegend, clone 6E10, 1:200), anti-Aβ_(1-37/42) (Cell Signaling, clone D54D2, 1:300) and anti-GFP (Abcam, ab6556, 1:300) in PBS 0.5% Triton-X-100 containing 0.5% of normal serum and 0.5% BSA overnight at 4° C. Meningeal whole-mounts or tissue sections were then washed 3 times for 5 min at RT in PBS 0.5% Triton-X-100 followed by incubation with the appropriate chicken, goat or donkey Alexa Fluor® 488, 546, 594, or 647 anti-rat, -goat, -rabbit, -mouse or -Armenian hamster IgG antibodies (Thermo Fisher Scientific, 1:500) for 1 or 2 hours at RT in PBS 0.5% Triton-X-100. After an incubation for 10 min with 1:2000 DAPI in PBS, the tissue was washed 3 times for 5 min with PBS at RT and mounted with Aqua-Mount (Lerner) and glass coverslips. Preparations were stored at 4° C. for no more than 1 week until images were acquired either using a widefield microscope (Leica) or a confocal microscope (FV1200 Laser Scanning Confocal Microscope, Olympus). Quantitative analysis using the acquired images was performed on FIJI software. For the assessment of brain fluorescent tracer influx or efflux or AQP4 coverage, 10 representative brain sections were imaged using the widefield microscope and the mean area fraction was calculated using Microsoft Excel. For lymph nodes, the area fraction of drained fluorescent tracer or lymphatic vessels was assessed in alternate sections (representing a total of 10-15 sections per sample) using the confocal microscope and the mean was calculated for each sample. Area of coverage by CD31⁺ blood vessels and AQP4⁺ astrocyte endfeet in the brain cortex was achieved by calculating the mean value of 10 representative fields (5 images in each cerebral hemisphere) per sample acquired using the confocal microscope. For lymphatic vessel diameter, images of the same region of the superior sagittal sinus or of the transverse sinus were acquired in the confocal microscope and the mean of 100 individual lymphatic vessel diameter measurements (50 measurements in each lymphatic vessel lining the sinus using FIJI) was calculated for each sample by a blinded experimenter (due to different criteria used by distinct experimenters, this quantification method is often associated with a variability of ±15% in absolute diameter values). For assessment of meningeal lymphatic vessel coverage and complexity, images of meningeal whole-mounts were acquired in the confocal microscope and FIJI was used for quantifications. When applicable, the same images were used to assess the % of field coverage by LYVE-1⁻CD31⁺ vessels. To quantify the number of proliferating Ki67⁺ cells in the hippocampal dentate gyrus, images of the entire dentate gyrus of 3 representative brain sections per sample were obtained using the confocal microscope. Fiji was used to assess the number of Ki67⁺ per mm² of DAPI cells that composed the granular zone, which were then used to calculate the average density of cells per sample. For assessment of amyloid burden in the dorsal hippocampus, tile scans of the entire dorsal hippocampus from 10 coronal brain sections (˜180 μm apart from each other) were obtained using the confocal microscope. FIJI was used to quantify amyloid plaque size, number and total coverage.

Flow Cytometry

Mice were injected i.p. with Euthasol solution and were then transcardially perfused with ice cold PBS with heparin. Individual meninges were immediately dissected from the mouse's skull cap and digested 15 min at 37° C. with 1.4 U/ml of Collagenase VIII (Sigma Aldrich) and 35 U/ml of DNAse I (Sigma Aldrich) in complete media consisting of DMEM (Gibco) with 2% FBS (Atlas Biologicals), 1% L-Glutamine (Gibco), 1% penicillin/streptomycin (Gibco), 1% Sodium pyruvate (Gibco), 1% non-essential amino-acid (Gibco) and 1.5% Hepes (Gibco). The cell pellets were washed, resuspended in ice-cold fluorescence-activated cell sorting (FACS) buffer (pH 7.4; 0.1 M PBS; 1 mM EDTA and 1% BSA) and stained for extracellular markers with the following antibodies: rat anti-CD90.2 FITC (553013; BD Bioscience), rat anti-CD11b FITC (557396; BD Bioscience), rat monoclonal anti-CD19 PE (12-0193-82; eBioscience), rat anti-CD45 PerCP-Cy5.5 (550994; BD Bioscience), rat anti-Ly6C PerCP-Cy5.5 (560525; BD Bioscience), mouse anti-NK1.1 PE-Cy7 (552878; BD Bioscience), rat anti-Ly6G PE-Cy7 (560601; BD Bioscience), rat anti-CD4 APC (553051; BD Bioscience), rat anti-CD45 AF700 (560510; BD Bioscience), hamster anti-TCRb BV711 (563135; BD Bioscience), rat anti-CD8 Pacific blue (558106; BD Bioscience) and rat anti-Siglec-F BV421 (562681; BD Bioscience). Cell viability was determined by using the Zombie Aqua™ Fixable Viability Kit following the manufacturer's instructions (BioLegend). After an incubation period of 30 min at 4° C., cells were washed and fixed in 1% PFA in PBS. Fluorescence data was collected with a Gallios™ Flow Cytometer (Beckman Coulter, Inc.) then analyzed using FlowJo software (Tree Star, Inc.). Briefly, singlets were gated using the height, area and the pulse width of the forward and side scatter and then viable cells were selected as AQUA⁻. Cells were then gated for the appropriate cell type markers. An aliquot of unstained cells of each sample was counted using Cellometer Auto2000 (Nexcelor) to provide accurate counts for each population. Data processing was done with Excel and statistical analysis performed using Prism 7.0a (GraphPad Software, Inc.).

Sorting of Meningeal LECs

To obtain a suspension of meningeal lymphatic endothelial cells (LECs) from the meninges of young-adult (2-3 months) and old (20-24 months) mice by FACS, mice were euthanized by i.p. injection of Euthasol and transcardially perfused with ice cold PBS with heparin. Skullcaps were quickly collected and meninges (dura mater and arachnoid) were dissected using Dumont #5 forceps in complete media composed of DMEM (Gibco) with 2% FBS (Atlas Biologicals), 1% L-glutamine (Gibco), 1% penicillin/streptomycin (Gibco), 1% sodium pyruvate (Gibco), 1% non-essential amino-acids (Gibco) and 1.5% Hepes buffer (Gibco). Individual meninges were then incubated with 1 mL of complete media with 1.4 U/mL of Collagenase VIII (Sigma-Aldrich) and 35 U/mL of DNAse I (Sigma-Aldrich) for 15 min at 37° C. Individual samples consisted of cell suspensions pooled from 10 meninges that were obtained after filtration through a 70 μm nylon mesh cell strainer. Cell suspensions were then pelleted, resuspended in ice-cold FACS buffer containing DAPI (1:1000, Thermo Fisher Scientific), anti-CD45-BB515 (1:200, clone 30-F11, BD Biosciences), anti-CD31-Alexa Fluor® 647 (1:200, clone 390, BD Biosciences) and anti-Podoplanin-PE (1:200, clone 8.1.1, eBioscience) and incubated for 15 min at 4° C. Cells were then washed and resuspended in ice-cold FACS buffer. Briefly, singlets were gated using the pulse width of the side scatter and forward scatter. Cells negative for DAPI were selected for being viable cells. The LECs were then gated as CD45⁻CD31⁺ Podoplanin⁺ (see FIGS. 10A-R for representative dot plots) and sorted into a 96-well plate containing 100 μL of lysis buffer (Arcturus PicoPure RNA Isolation Kit, Thermo Fisher Scientific) using the Influx™ Cell Sorter (BD Biosciences) that is available at the University of Virginia Flow Cytometry Core Facility.

RNA Extraction and Sequencing

For total RNA extraction from whole hippocampus, the tissue was macrodissected from the brain in ice-cold PBS, immersed in the appropriate volume of extraction buffer from the RNA isolation kit, immediately snap frozen in dry ice and stored at −80° C. until further use. After defrosting in ice, samples were mechanically dissociated in extraction buffer and RNA was isolated using the kit components according to the manufacturer's instructions (RNeasy mini kit, cat. no. 74106, Qiagen). The Illumina TruSeq Stranded Total RNA Library Prep Kit was used for cDNA library preparation from total RNA samples. Sample quality control was performed on an Agilent 4200 TapeStation Instrument, using the Agilent D1000 kit, and on the Qubit Fluorometer (Thermo Fisher Scientific). For RNA sequencing (RNA-seq), libraries were loaded on to a NextSeq 500 (Illumina) using an Illumina NextSeq High Output (150 cycle) cartridge (#FC-404-2002).

Total RNA was extracted from LECs (previously sorted by FACS) using the Arcturus PicoPure RNA Isolation Kit (Thermo Fisher Scientific), following the manufacturer's instructions. All RNA sample processing (including linear RNA amplification and cDNA library generation) and RNA-seq was performed by HudsonAlpha Genomic Services Laboratory (Huntsville, Ala.).

The raw sequencing reads (FASTQ files) were first chastity filtered, which removes any clusters that have a higher than expected intensity of the called base compared to other bases. The quality of the reads was then evaluated using FastQC⁵⁷, and after passing quality control (QC), the expression of the transcripts was quantified against the UCSC mm10 genome⁵⁸ using Salmon⁵⁹. These transcript abundances were then imported into R and summarized with tximport⁶⁰, and then DESeq2⁶¹ was used to normalize the raw counts, perform exploratory analysis (e.g., principal component analysis), and to perform differential expression (DE) analysis. Before DE analysis of the meningeal LECs from adult vs old mice dataset, surrogate variable analysis⁶² (SVA) was used to identify and adjust for latent sources of unwanted variation as implemented in the SVA package⁶³. The P-values from the DE analysis were corrected for multiple hypothesis testing with the Benjamini-Hochberg false discovery rate procedure (adj. P-value). Functional enrichment of DE genes, using gene sets from Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG), was determined with Fisher's exact test as implemented in the clusterProfiler⁶⁴ Bioconductor package. Heatmaps of the DE genes and enriched gene sets were generated with the R package pheatmap⁶⁵. Normalized counts of selected transcripts were used to calculate the fold change relative to respective controls.

Statistical Analysis and Reproducibility

Sample sizes were chosen on the basis of standard power calculations (with α=0.05 and power of 0.8) performed for similar experiments that were previously published. In general, statistical methods were not used to re-calculate or predetermine sample sizes. The Kolmogorov-Smirnov test was used to assess normal distribution of the data. Variance was similar within comparable experimental groups. Animals from different cages, but within the same experimental group, were selected to assure randomization. Experimenters were blinded to the identity of experimental groups from the time of euthanasia until the end of data collection and analysis for at least one of the independent experiments. Statistical tests for each figure were justified to be appropriate. One-way ANOVA, with Bonferroni's post-hoc test or Holm-Sidak's post-hoc test, was used to compare 3 independent groups. Two-group comparisons were made using two-tailed unpaired Mann-Whitney test. For comparisons of multiple factors (for example, age vs treatment), two-way ANOVA with Bonferroni's post-hoc test was used. Repeated measures two-way ANOVA with Bonferroni's post-hoc test was used for day vs treatment comparisons with repeated observations. Statistical analysis (data was always presented as mean±s.e.m.) was performed using Prism 7.0a (GraphPad Software, Inc.).

SUMMARY OF EXAMPLES

Aging is a major risk factor for many neurological pathologies and the mechanisms underlying brain aging remain elusive. Unlike other tissues, the central nervous system (CNS) parenchyma is devoid of lymphatic vasculature and removal of waste products is performed mainly through a paravascular route. (Re)discovery and characterization of meningeal lymphatic vessels prompted for an assessment of their role in CNS waste clearance. Here we show that meningeal lymphatics are draining macromolecules from the CNS (CSF and ISF) into the cervical lymph nodes. Impairment of meningeal lymphatic function slows paravascular influx of CSF macromolecules and efflux of ISF macromolecules, and induces cognitive impairment. Treatment of aged mice with vascular endothelial growth factor C enhances meningeal lymphatic drainage of CSF macromolecules, improving brain perfusion and learning and memory performance. Disruption of meningeal lymphatic vessels in transgenic mouse models of Alzheimer's disease (AD) promotes amyloid deposition in the meninges, which closely resembles human meningeal pathology, and aggravates parenchymal amyloid accumulation. Our findings show that meningeal lymphatic dysfunction is an aggravating factor in AD pathology and in age-associated cognitive decline. Thus, augmentation of meningeal lymphatic function is (such as, for example, by modulating one or more of the targets identified in the RNA-seq studies disclosed herein) a promising therapeutic target for preventing or delaying age-associated neurological diseases.

Example 1—Impairment of Meningeal Lymphatic Vessels Causes Impaired Brain Perfusion by CSF Macromolecules

Given the close communication and ongoing exchange of molecular contents between the CSF and ISF^(5,12), we postulated that brain influx of CSF macromolecules through the paravascular pathway is impacted by the meningeal lymphatics. To test this hypothesis, we ablated meningeal lymphatic vessels by injecting a photodynamic drug, Visudyne (verteporfin for injection), into the CSF, which upon photoconversion has been shown to preferentially damage the lymphatic endothelial cells (LECs)^(23,24). Injection of vehicle followed by photoconversion and of Visudyne without the photoconversion step were used as two controls (FIG. 1A). The use of this method resulted in effective ablation of meningeal lymphatics lasting for at least 7 days (FIGS. 1B, 1C), without any detectable off-target effect in meningeal blood vasculature coverage (FIG. 1D). To confirm functional impairment upon meningeal lymphatic ablation, we injected 5 μL of fluorescent ovalbumin-Alexa 647 (OVA-A647; ˜45 kDa) into the cisterna magna (i.c.m.) and measured the drainage of this tracer from the CSF into the deep cervical lymph nodes (dCLNs) (FIG. 5A). A significant reduction in OVA-A647 drainage was observed in the Visudyne/photoconversion group compared to controls (FIG. 5B). Importantly, the structure of major intracranial veins and arteries was not altered (FIGS. 5C-H). Likewise, the integrity of the blood-brain barrier, assessed by T1-weighted magnetic resonance imaging (MRI) after intravenous injection of gadolinium (Gd) as contrast agent (FIGS. 5I and 5J), or the ventricular volume measured by T2-weighted SPACE MRI (FIGS. 5K-M) also remained unaltered after ablation of meningeal lymphatics.

Brain perfusion by the CSF tracer was found to be significantly lower in the Visudyne/photoconversion group than in their control counterparts (FIGS. 1E-F and FIGS. 6A and 6B). Similar findings on brain perfusion by CSF were observed when meningeal lymphatic drainage was disrupted by surgical ligation of the vessels afferent to the dCLNs (FIGS. 7A-D). Prospero homeobox protein 1 (Prox1) heterozygous mice, a genetic model of lymphatic vessel malfunction²⁵, also presented impaired perfusion through the brain parenchyma and impaired CSF drainage (FIGS. 7E-I). Altogether, three different models of impaired meningeal lymphatic function (pharmacological, surgical, and genetic) showed a significant impact on brain perfusion by CSF macromolecules.

To evaluate the effect of meningeal lymphatic ablation on the rate of brain perfusion by CSF, we injected Gd (i.c.m.) and performed brain T1-weighted MRI. Three different concentrations of Gd-1, 10 and 25 mM-were tested (FIGS. 7J, 7K) and, due to better signal-to-noise ratio, the 25 mM concentration was used in subsequent experiments (FIG. 1G). A software developed in-house, Lymph4D (see Supplementary Methods section for more details), was used to process and analyze the images acquired by MRI. After 16 sequences of MRI acquisition (˜52 min), the observed signal gain in two brain regions (hippocampus and cortex) was significantly lower in the Visudyne group when compared to vehicle-treated (FIGS. 1H-I and FIGS. 7L-M). Interestingly, along with the lower influx of Gd into the parenchyma, we observed higher contrast in signal intensity (over ˜52 min) in the ventricles of Visudyne-treated mice, suggesting Gd accumulation in the CSF (FIG. 7N). Moreover, using the advection-diffusion model in Lymph4D, we found that mice presented lower coefficient values of isotropic diffusion of Gd in the brain after meningeal lymphatic ablation (FIGS. 7O-P), suggesting a lower rate of molecular diffusion in the brain parenchyma when meningeal lymphatic drainage is reduced.

Within the brain parenchyma, it was shown that astrocytes play an important role in the modulation of paravascular CSF macromolecule influx and efflux (glymphatic¹²) through aquaporin 4 (AQP4)^(12,13). Deletion of Aqp4 in AD transgenic mice also resulted in increased amyloid plaque burden and exacerbated cognitive impairment¹⁹. Moreover, decreased perivascular AQP4 localization was observed in brain tissue from AD patients²⁷. We could not detect changes either in overall brain coverage by AQP4 (FIGS. 7Q-R) or in perivascular localization of AQP4⁺ astrocytic endfeet between vehicle-treated and Visudyne-treated mice (FIGS. 7S-V), suggesting that upon meningeal lymphatic dysfunction, impairment of brain perfusion by CSF is independent of AQP4.

Example 2: Study of Efflux of ISF Macromolecules

It was explored whether the efflux of ISF macromolecules from the brain parenchyma would also be affected by meningeal lymphatics. We used three different tracers, the smaller peptides Aβ₄₂-HyLite647 (˜4 kDa) and OVA-A647, and the large protein complex, low density lipoprotein-BODIPY FL (LDL-BODIPY FL, ˜500 kDa). One hour after stereotaxic injection, the levels of the remaining tracers were assessed in the parenchyma of mice from lymphatic ablated or control groups (FIGS. 8A-H). Independently of the nature of the fluorescent tracer, higher levels of remnants were detected in the brains of mice from the Visudyne/photoconversion groups when compared to both control groups (FIGS. 8A-H). These findings, demonstrate that efflux of parenchymal/ISF macromolecules and their drainage into dCLNs are impaired as a consequence of meningeal lymphatic dysfunction, therefore functionally connecting meningeal lymphatics with CSF influx/ISF efflux mechanisms.

Example 3: Investigation of Impaired Meningeal Lymphatics on Brain Function

To understand the implications of impaired meningeal lymphatics for brain function, we performed meningeal lymphatic ablation twice, allowing a two-week interval between procedures to ensure prolonged lymphatic ablation, and then assessed mice behavior in the open field (OF), novel location recognition (NLR), contextual fear conditioning (CFC), and Morris water maze (MWM) tests (FIG. 1J). No differences between the groups were detected in total distance and time spent in the center of the arena in the open field test (FIGS. 9A-B) or in time spent with the object placed in a novel location in the NLR test (FIGS. 9C-D). A significant difference between control groups and Visudyne/photoconversion group was observed in the cued test of the CFC (FIGS. 9E-F), which points to an impairment in fear memory and in hippocampal-amygdala neuronal circuitry²⁸ in mice with impaired meningeal lymphatic function. Mice with ablated meningeal lymphatics also showed significant deficits in spatial learning in the MWM (FIG. 1K-O). Similar impairments in spatial learning and memory were observed in mice that had undergone lymphatic ligation (FIGS. 9G-J), further demonstrating that the observed effect is a result of dysfunctional meningeal lymphatic drainage and not an artifact of the ablation method using Visudyne.

Example 4: Investigation of Role of Meningeal Lymphatic Vessels in AD Pathology

Our findings above regarding the effects of meningeal lymphatic ablation on brain function prompted us to explore the impact of meningeal lymphatic function on the pathophysiology of AD, a neurodegenerative disease is characterized by the progressive accumulation of toxic amyloid deposits in the brain and marked cognitive decline with aging. Based on previous findings concerning the role of paravascular CSF/ISF recirculation in the context of AD^(12,14,19,27) and our present results on the interdependence between meningeal lymphatic function and brain perfusion by CSF, we postulated that modulating meningeal lymphatic function would impact the behavior and brain pathology in AD transgenic mice. The potential effect of mVEGF-C treatment (through viral vector delivery) was first tested on J20 transgenic mice at 6-7 months of age (FIGS. 12A-N), when mice already present marked cognitive deficits and start to show amyloid deposition in the brain parenchyma^(39,40). We were not able to improve J20 mice hyperactive phenotype in the open field or cognitive performance in the MWM (FIGS. 12A-F). Moreover, viral expression of mVEGF-C did not significantly affect meningeal lymphatic vessel diameter, the level of Aβ in the CSF, or amyloid deposition in the hippocampus (FIGS. 12G-N). In order to explain the lack of effect of the mVEGF-C treatment in J20 mice, we measured meningeal lymphatic drainage in J20 mice and in wild-type (WT) littermate controls. The same measurement was performed in a more aggressive AD transgenic mouse model—the 5×FAD—that already presents amyloid plaques at 3 months of age⁴¹ (FIG. 12O). Independently of the model, the level of CSF tracer drained into the dCLNs was comparable between AD transgenic mice and age-matched WT littermates (FIGS. 12P-S). Similarly, meningeal lymphatic vessel morphology and coverage did not differ between WT and 5×FAD mice at 3-4 months of age (FIGS. 12T-U). Collectively, these data point to no apparent meningeal lymphatic dysfunction in AD transgenic mice at younger ages, which might explain the inefficacy of mVEGF-C treatment.

Although age is the major risk factor for late-onset AD^(15,16), most transgenic mouse models that mimic early-onset AD develop amyloid pathology at young age and, therefore, may be lacking the aspect of age-related lymphatic dysfunction. To this end, we induced prolonged meningeal lymphatic ablation in 5×FAD mice by repeated (every 3 weeks) injection and photoconversion of Visudyne for a total of 1.5 months, starting at ˜2 months of age (FIG. 3A). Taking into account the marked brain amyloid deposition presented by these mice at ˜3 months of age, surprisingly, no obvious Aβ deposition was detected in the meninges of 5×FAD mice from the two control groups (FIG. 3B). Yet, the 5×FAD mice with ablated meningeal lymphatics demonstrated marked deposition of amyloid in the meninges (FIG. 3B), as well as macrophage recruitment to large Aβ aggregates (FIG. 3C). Photoacoustic imaging 1 week after lymphatic ablation demonstrated no differences in blood flow and oxygenation between 5×FAD mice from the different groups (FIGS. 13A-C). Assessment of lymphoid and myeloid cell populations in the meninges (FIG. 13D) demonstrated a significant increase in the number of macrophages upon lymphatic ablation, when compared to both control groups (FIG. 13E), which might be correlated with increased amyloid deposition and inflammation in the meninges. Interestingly, along with meningeal amyloid pathology, we observed an aggravation of brain amyloid burden in the hippocampi of 5×FAD mice with dysfunctional meningeal lymphatics (FIGS. 3D-G). A similar outcome was observed in J20 transgenic mice after a total of 3 months of meningeal lymphatic ablation (FIG. 13F); Aβ aggregates had formed in the meninges (FIG. 13G) and the Aβ plaque load in the hippocampi was significantly increased (FIGS. 13H-K).

Our discovery of meningeal amyloid pathology in mice after meningeal lymphatic vessel ablation led us to assess meningeal amyloid pathology in AD patients (FIG. 3H). Staining for Aβ in the brains of 9 AD patients and 8 non-AD controls (Table 1) revealed, as expected, marked parenchymal deposition of amyloid in the AD, but not in the non-AD brains (FIGS. 13L-M). Interestingly, when compared to tissue from non-AD cases, all samples from AD patients demonstrated striking vascular amyloid pathology in the cortical leptomeninges (FIGS. 13L-M) and Aβ deposition in the dura mater adjacent to the superior sagittal sinus (FIGS. 3I-J) or further away from the sinus (FIGS. 3K-L). Macrophages in the dura of AD cases were also found in close proximity to Aβ deposits (FIG. 3L). These findings show that prominent meningeal amyloid deposition observed in AD patients was only seen in AD mouse models when lymphatic vessels were ablated. Meningeal lymphatic function, therefore, is a precipitating factor in AD pathology.

TABLE 1 DEMOGRAPHIC DATA OF AD AND NON-AD CASES Age (years) Gender Diagnosis criteria Pathological score AD 62 F Intermediate A2, B3, C2-3; CAA probability* 64 M Possible CERAD C; BB I/II: CAA 72 M High probability* A3, B3, C3; CAA 76 F High probabty'* A3, B3, C3; CAA 79 M High probability* A3, B3, CAA 83 F High probability* A3, B3, C3; CAA 83 M Intermediate A2, B2, C2 probability* 88 F High probability* A3, B3, C3; CAA 95 F Definitive CERAD C; BB V/VI; CAA Mean ± SE 78 ± 3.6 Age (years) Gender Cause of death Non-AD 63 F Multi-organ failure after motor vehicle accident 83 M Acute myocardial infarct 64 M Bilateral pulmonary emboli 65 F Decompensated ischemic cardiomyopathy 70 M Bronchopneumonia 73 F Septicemia 80 F Bronchopneumonia 91 F Cardiovascular atherosclerotic diaease Mean ± SE 71.1 ± 3.5 *new criteria diagnosis following the guidelines of NIA-AA based on ABC (Amyloid, Break, CERAD) score AD-Alzheimer's disease, CERAD-Consortium to Establish a Registry for Alzheimer's disease; BB-Break and Break stage; CAA-cerebral amyloid angiopathy

Example 5: RNA-Seq Ablation Study

Given our present discovery that mice with ablated meningeal lymphatics also showed significant deficits in spatial learning in the MWM, we performed RNA sequencing (RNA-seq) studies to elucidate the molecular mechanisms of how dysfunctional meningeal lymphatic drainage causes impairments in spatial learning and memory. Using RNA sequencing (RNA-seq) we assessed the effect of Visudyne/photoconversion treatment on hippocampal gene expression before and after performing MWM. Principal component analysis showed that four weeks of meningeal lymphatic ablation did not induce significant changes in the hippocampal transcriptome (FIGS. 9K-L). However, significant differences in hippocampal gene expression were unfolded in response to MWM performance after prolonged meningeal lymphatic ablation (FIGS. 9M-N). Contrary to what was observed without MWM performance (FIGS. 9K-L), individual samples from each group clustered together after the mice performed the test (FIGS. 9M-N). Interestingly, although the fold change of significantly altered genes after lymphatic ablation and MWM was moderate (−1.79<log 2(fold change)<1.69), functional enrichment analysis (FIGS. 9O-P) revealed changes in gene sets associated with neurodegenerative diseases, such as Huntington's, Parkinson's and Alzheimer's (FIG. 9O). Significant transcriptional alterations were also associated with excitatory synaptic remodeling and plasticity, hippocampal neuronal transmission²⁹, learning and memory and aging-related cognitive decline³⁰ (FIGS. 9Q-R). Furthermore, different gene sets involved in the regulation of metabolite generation and processing, glycolysis and mitochondrial respiration and oxidative stress were also significantly altered in the hippocampus upon lymphatic ablation and performance of the behavior test (FIGS. 9P, 9S-9V). Differentially expressed genes are listed in Table 2 and enriched GO and KEGG terms are listed in Table 3. These findings demonstrate that impaired meningeal lymphatic drainage causes decreased CSF influx/ISF efflux, alters the pattern of CSF/ISF diffusion within the parenchyma, modulates the metabolic status and neuronal function in the brain hippocampus, and ultimately impacts learning behavior. Further, these findings identify molecular targets in the hippocampus modulating these impairments that can be employed in therapeutic and diagnostic methods.

TABLE 3 ENRICHED GO AND KEGG TERMS IN HIPPOCAMPAL TRANSCRIPTOME AFTER IMPAIRING MENINGEAL LYMPHATIC FUNCTION GO/KEGG Pathway Pathway ID Huntington's disease mmu05016 Parkinson's disease mmu05012 Postsynaptic density GO:0014069 Excitatory synapse GO:0060076 Alzheimer's disease mmu05010 Modulation of synaptic transmission GO:0050804 Longevity regulating pathway mmu04211 Regulation of synaptic plasticity GO:0048167 Rho GTPase binding GO:0017048 Cognition GO:0050890 Dendritic spine development GO:0060996 Learning or memory GO:0007611 Neurotrophin signaling pathway mmu04722 Calmodulin-dependent protein kinase activity GO:0004683 Insulin signaling pathway mmu04910 Oxytocin signaling pathway mmu04921 Glutamate receptor binding GO:0035254 Glutamatergic synapse mmu04724 GnRH signaling pathway mmu04912 Long-term potentiation mmu04720 Oxidative phosphorylation mmu00190 Mitochondrial respiratory chain GO:0005746 NADH dehydrogenase complex GO:0030964 Non-alcoholic fatty liver disease—NAFLD mmu04932 Generation of precursor metabolites and energy GO:0006091 Purine nucleoside monophosphate GO:0009126 metabolic process Energy derivation by oxidation GO:0015980 of organic compounds Regulation of autophagy GO:0010506 Proteasomal protein catabolic process GO:0010498 Response to oxidative stress GO:0006979 Carbon metabolism mmu01200 Glutamate receptor signaling pathway GO:0007215 Carbohydrate metabolic process GO:0005975 Cellular response to oxidative stress GO:0034599 Cellular response to nitrogen compound GO:1901699 Pyridine-containing compound GO:0072524 metabolic process Glycolytic process GO:0006096 Cellular response to reactive oxygen species GO:0034614 Monovalent inorganic cation transport GO:0015672 Response to toxic substance GO:0009636

Example 6: RNA-Seq Analysis of the Lymphatic Endothelial Cell Transcriptome of Meninges of Young-Adult and Aged Mice

Aging is the principal risk factor for many neurological disorders, including AD^(15,16), and has a detrimental effect on brain CSF/ISF paravascular recirculation¹³. The reported findings that aging is also associated with peripheral lymphatic dysfunction²⁰⁻²² led us to hypothesize that deterioration of meningeal lymphatic vessels underlies some aspects of age-associated cognitive decline. Indeed, old mice demonstrate reduced brain perfusion by CSF macromolecules as compared to young counterparts (FIGS. 10A-B). Impaired brain perfusion by CSF in old mice was accompanied by a decrease in meningeal lymphatic vessel diameter and coverage, as well as decreased drainage of CSF macromolecules into dCLNs in both females and males (FIGS. 10C-F). To further address the effect of aging on meningeal lymphatics, we performed RNA-seq analysis of LECs sorted from the meninges of young-adult and old mice (FIG. 10G and FIG. 2A). Differential expression of 607 genes was detected in the meningeal LECs of old when compared to young-adult mice (FIG. 2A). Differentially expressed genes are listed in Table 4 and enriched GO and KEGG terms are listed in Table 5. Of note, the expression of genes encoding for classical markers of LECs, including Flt4 that encodes the vascular endothelial growth factor C (VEGF-C) receptor tyrosine kinase VEGFR3, was not significantly altered at 20-24 months (FIG. 2B). Enrichment analysis revealed, however, changes in gene sets involved in immune and inflammatory responses, phospholipid metabolism, extracellular matrix organization, cellular adhesion and endothelial tube morphogenesis, all suggestive of functional alterations in meningeal LECs with age (FIG. 2C). The altered expression of genes involved in transmembrane receptor protein tyrosine kinase signaling pathway in old mice, namely the down-regulation of Cdk5r1³¹, Adamts3³² and Fgfr3³³, pointed to possible changes in signaling by lymphangiogenic growth factors in old meningeal LECs (FIG. 2D). These findings demonstrate that aging impacts the meningeal lymphatic transcriptome and identify molecular targets and targets in the meningeal LECs responsible for age-related deterioration of meningeal lymphatic vessels that can be employed in therapeutic and diagnostic methods disclosed herein.

TABLE 5 ENRICHED GO AND KEGG TERMS IN LYMPHATIC ENDOTHELIAL CELL TRANSCRIPTOME OF MENINGES OF YOUNG-ADULT AND AGED MICE GO/KEGG Pathway Pathway ID Antigen processing and presentation of peptide GO:0002474 antigen via MHC class I Extracellular matrix organization GO:0030198 Cell adhesion molecules—CAMs mmu04514 Collagen metabolic process GO:0032963 Response to interferon-beta GO :0035456 Phospholipid metabolic process GO:0006644 Endothelial tube morphogenesis GO:0061154 Metallopeptidase activity GO:0008237 Inflammatory response GO:0006954 Transmembrane receptor protein tyrosine kinase GO:0007169 signaling pathway

Example 7: Proof of Principle for Treatment of Aged Mice by Modulation of Meningeal Lymphatic Targets

Having identified molecular mechanisms mediating meningeal lymphatic dysfunction in Examples 5 and 6, we sought to determine if the therapeutic targeting and modulation of a factor implicated in meningeal lymphatic dysfunction (e.g., upregulation of an target identified as being unexpressed in Tables 2 and 4 by an overexpression viral vector) could improve the function of meningeal lymphatic vessels. To that end, we first began by hypothesizing that VEGF-C treatment may improve the function of meningeal lymphatic vessels in old mice, and tested this hypothesis by examining the effect of an adeno-associated virus serotype 1 (AAV1)-mediated overexpression of mouse VEGF-C (mVEGF-C) on meningeal lymphatics. We have previously shown that treatment with recombinant VEGF-C increases the diameter of meningeal lymphatic vessels⁴. Furthermore, delivery of VEGF-C by adenoviral gene therapy was previously found to efficiently boost peripheral lymphatic sprouting and function^(34,35). A similar adeno-associated virus serotype 1 (AAV1) vector was used here to express mVEGF-C or enhanced green fluorescent protein (EGFP) as control. At 2 and 4 weeks post i.c.m. injection, AAV1-infected cells expressing EGFP were limited to the pia around the brain, meninges (dura and arachnoid), and pineal gland (FIGS. 10H-J). Treatment of young mice with AAV1-CMV-mVEGF-C resulted in a significant increase in meningeal lymphatic vessel diameter, without affecting blood vessel coverage (FIGS. 10K-M).

Treatment of old mice (at 20-24 months) with AAV1-CMV-mVEGF-C also resulted in increased lymphatic vessel diameter (as compared to AAV1-CMV-EGFP) without detectable off-target effects on the meningeal blood vasculature coverage and on meningeal/brain vascular hemodynamics (FIGS. 2E-H and FIGS. 10N-P). One month after AAV1-CMV-mVEGF-C treatment, old mice showed a significant increase in CSF tracer drainage into the dCLNs, which was not due to increased lymphatic vessel coverage in the nodes (FIGS. 2I, 2J). Importantly, the rate of tracer influx into the brain parenchyma was significantly increased as a result of enhanced meningeal lymphatic function (FIGS. 2K-L and FIG. 10Q).

Transcranial delivery (through a thinned skull surface) of hydrogel-encapsulated VEGF-C peptide also resulted in increased diameter of meningeal lymphatics in young and old mice (FIGS. 11A-C). This VEGF-C treatment led to a significant increase in the function of meningeal lymphatics in old mice, whereas young-adult mice did not respond to the treatment (FIGS. 11D-E), probably due to the ceiling effect of their existing drainage capacity. The increased drainage after VEGF-C treatment in old mice also correlated with enhanced brain perfusion by CSF macromolecules (FIGS. 11F-G).

To avoid potential VEGF-C off-target effects on the blood vasculature through VEGFR2^(34,36), we employed transcranial delivery of VEGF-C156S (FIG. 11H), a mutant protein that binds specifically to VEGFR3 and spares its effects on VEGFR2^(34,36). Treatment with VEGF-C156S resulted in a significant increase in meningeal lymphatic diameter (FIGS. 11I-J), drainage of tracer from the CSF (FIGS. 11K-L), and paravascular influx of tracer into the brains of old mice (FIGS. 11M-N).

To determine the functional role of enhanced meningeal lymphatics in the learning behavior of mice at different ages we again used viral delivery of mVEGF-C (FIGS. 11O-U). This method was selected to avoid submitting aged mice to consecutive surgeries, involving general anesthesia and skull thinning. Treatment of young-adult mice with AAV1-CMV-mVEGF-C for 1 month did not improve spatial learning and memory (FIGS. 11P, 11S), suggestive of a ceiling effect in MWM performance at this age. However, AAV1-CMV-mVEGF-C treatment resulted in significant improvement in the latency to platform and in the percentage of allocentric navigation strategies, in the MWM reversal in 12-14 months-old mice (FIGS. 11Q, 11T) and in the MWM acquisition and reversal in 20-22 months-old mice (FIGS. 11R, 11U), when compared to AAV1-CMV-EGFP-treated age-matched mice.

To demonstrate that the beneficial effect of mVEGF-C treatment on cognitive behavior was through improved meningeal lymphatic drainage, we injected old mice with the EGFP or mVEGF-C viruses and concomitantly ligated the lymphatics afferent to the dCLNs. Assessment of learning and memory was performed 1 month after the procedures (FIG. 2M). The beneficial effect of mVEGF-C treatment in mice from the sham group, which performed significantly better in the NLR (FIGS. 2N, 2O) and in the MWM (FIGS. 2P-R) tests, was abrogated in mice submitted to ligation of the CSF-draining lymphatics. Accordingly, the drainage of CSF macromolecules into dCLNs was significantly higher in the sham-operated mice treated with mVEGF-C when compared to all other groups (FIGS. 2S, 2T).

These results, thus, compellingly demonstrate that learning behavior in aged mice can be improved specifically through regulation of meningeal lymphatic function by targeted intervention. Modulation of meningeal lymphatic function in aging individuals using the methods and compositions provided herein represent a novel preventive therapeutic strategy, not only to delay AD initiation and progression but also for use against other brain proteinopathies that are exacerbated by aging. While this example demonstrates an improvement in cognitive behavior by viral-mediated expression of factor regulating meningeal lymphatic function, the skilled artesian would appreciate these results provide proof of principle for other types of therapeutic modulation provided herein, such as, for example, shRNA-mediated downregulation of an aberrantly overexpressed protein in LECs causative of meningeal lymphatic dysregulation.

Altogether, the present findings highlight the importance of meningeal lymphatic drainage in brain physiology. Aged mice demonstrated significant disruption of meningeal lymphatic function, which underlies some of the aspects of age-associated cognitive decline. Augmentation of meningeal lymphatic drainage in aged mice can ultimately facilitate the clearance of CSF macromolecules from the brain, resulting in improved cognitive function. On the other hand, induced dysfunction of meningeal lymphatics resulted in accelerated amyloid pathology in mouse models of AD. Transgenic AD mouse models recapitulated many features of brain amyloid pathology observed in the human AD brain.

Example 8: Connectivity Map Analysis of the Meningeal LEC Transcriptome of Old Mice

To discover candidate therapeutics to revert the observed gene expression differences observed in old meningeal LECs and thereby treat neurodegenerative diseases, Connectivity Map (CMap; https://www.broadinstitute.org/connectivity-map-cmap) analysis of the meningeal LEC transcriptome of old mice was performed. FIG. 4A shows a PCA plot of transcripts from RNA-seq of lymphatic endothelial cells (LECs) sorted from the meninges of young-adult (2-3 months-old) and old (20-24 months-old) mice. A functional enrichment of differentially expressed genes revealed changes in gene sets important for the properties of LECs and the function of the lymphatic vessels (FIG. 4B). Running a list of significantly altered genes (134 upregulated and 150 downregulated) on the CMap software (LINCS L1000 small molecule assay, Broad Institute Cambridge Mass.) revealed target genes that modulate some of the altered functional pathways in meningeal LECs from old mice (FIG. 4C). Running the same genes in the L1000CDS² tool, which also uses the LINCS L1000 small molecule expression profile dataset (developed by the Ma'ayan Lab, Icahn School of Medicine at Mount Sinai) disclosed candidate compounds/drugs, many of them FDA-approved and commercially available, that are predicted to revert the observed gene expression differences observed in old meningeal LECs (FIG. 4D).

Example 9: Meningeal Lymphatic Dysfunction in 5×FAD Mice Lead to Unique Changes in the Microglial Transcriptome

Effects of meningeal ablation on gene expression were studied in 5×FAD mice. Single cell RNA-seq of brain myeloid cells from 4 months old wild type (WT) and 5×FAD mice were injected with Visudyne alone (Vis., functional meningeal lymphatics) or injected with Visudyne and subjected to transcranial photoconversion (Vis. +photo., ablated meningeal lymphatics). Meningeal lymphatic ablation step was performed twice within a span of 3 weeks and brain myeloid cells were isolated 3 weeks after the last step. Data were obtained from sorted live Ly6G^(neg)CD45⁺CD11b⁺ brain myeloid cells pooled from 3 mice per group (FIGS. 14A-B). Unsupervised clustering of brain myeloid single cells using t-distributed Stochastic Neighbor Embedding (t-SNE) plotted by group (FIG. 14A) or by distinct cell cluster (FIG. 14B). Frequency of cells from each cluster within the total 354, 487 and 308 cells from WT Vis., 5×FAD Vis. and 5×FAD Vis. +photo. groups, respectively (FIG. 14C). Genes involved in the acquisition of the disease-associated microglia phenotype, depicting the homeostatic, TREM2-independent and TREM2-dependent signatures within each cell were depicted in a heatmap (FIG. 14D). Cells are grouped by cluster and genes are grouped by signature (FIG. 14D). Upset plots were generated for all cells (FIG. 14E) or cluster 1 cells (FIG. 14F) showing the overlap in differentially expressed genes for comparisons between 5×FAD Vis. or 5×FAD Vis. +photo. and WT Vis. A heatmap with 24 genes whose expression is significantly different between 5×FAD Vis. +photo. and WT Vis., but not significantly different between 5×FAD Vis. and WT Vis., in cluster 1 is depicted in FIG. 14G. Expression values are averaged across cells within each group. Normalized enrichment score for GSEA pathways were obtained by Fisher's exact test with Benjamini-Hochberg corrections for the 24 differentially expressed genes in cluster 1 is shown in FIG. 14H. Enrichment analysis was performed in R using the clusterProfiler package. Depicted in FIG. 14I is a heatmap showing the mean-centered average log normalized expression of each gene contributing to the core-enrichment of the “Lysosome” GSEA pathway. Expression values are averaged across cells within each group. All scales show mean-centered, log-normalized expression values.

The genes whose brain myeloid cell expression is significantly different between 5×FAD Vis. +photo. and WT Vis., but not significantly different between 5×FAD Vis. and WT Vis., in cluster 1 (as shown in FIG. 14G) are depicted in Table 6, below. A “+” refers to relative upregulation of gene expression for the noted conditions. A “−” refers to relative downregulation of gene expression for the noted conditions. It will be understood that wherever a murine gene is listed, use of the Homo sapiens ortholog of that gene is expressly contemplated. For the items in Table 6, an Entrez accession number for the corresponding Homo sapiens gene is provided, when applicable.

TABLE 6 Rel. Expr. Rel. Expr. Rel. Expr. 5xFAD Gene Entrez WT Vis. 5xFAD Vis. Vis. + photo Serinc3 10955 + + − Hexb 3074 + + − Lgmn 5641 + + − Rtp4 64108 − − + Lpl 4023 − + + HS-Q7 10229 − − + Axl 558 − − + Ctdnep1 23399 − + + Fabp5 16592 − + + Nampt 10135 − + + Tfdp1 7027 − − + Hspb11 51668 − − + Tyrobp 22177 − + + Tpt1 7178 − − + Fth1 2495 − + + Eef1a1 1915 − − + Lgals3bp 3959 − + + Ifitm3 10410 − + + Atp5h 71679 − + + Fau 2197 − + + Ftl1 2512 − + + H2-K1 14972 (Mus − + + musculus) Tmsb4x 7114 − − + Uba52 7311 − − +

Table 7 lists the genes identified in FIG. 14I as contributing to the core enrichment of the GSEA lysosome pathway. It is noted that each gene in FIG. 14I (and Table 7) is identified as being relatively downregulated for 5×FAD visudyne with photo ablation.

TABLE 7 Lgmn Ctsz LMbrd1 Hexb Milr1 Pla2g15 Hexa Aga Scarb2 Rnaset2b Rnf19b Ctsa Cd63 Cat Hsp90ab1 Grn Plbd2 Lamp2 Lamp1 Laptm4a Unc93b1 Fuca1 Tmbim1 Hspa8 Hck Atraid Asah1 Gusb Shkbp1 Ctsc Ctsl Atp13a2 Itm2c Cd68 Ggh Fuca2 Ctsb Rptor Ctsd Ctsf

Thus, the data show that meningeal lymphatic dysfunction in 5×FAD mice leads to unique changes in the microglial transcriptome.

Example 10: Abnormal Accumulation of Meningeal T Cells Aggravates Brain Amyloid Pathology, Affects Microglial Response and Worsens Cognitive Performance in 5×FAD Mice

Abnormal accumulation of meningeal T cells was induced in WT and 5×FAD mice. tSNE plots obtained after CyTOF assessment of meningeal immune cell populations from WT and 5×FAD mice on CCR7^(+/+) or CCR7 backgrounds (littermates at 4-5 months of age) are depicted in FIG. 15A. Frequencies of total CD45⁺ live leukocytes and of specific leukocyte population clusters within total CD45 live are depicted in FIGS. 151B-G. No significant changes were observed in the frequency of meningeal leukocytes between the groups (FIG. 15B). Deficiency in CCR7 resulted in a significant increase in the frequency of CD4 (FIG. 15C) and of CD8 (FIG. 15D) T cells and a significant decrease in macrophage 2(CD11b⁺F4/80⁺CD64⁺) population in both WT and 5×FAD mice (FIG. 15F). No changes were observed in B cells (FIG. 15E) and infiltrating monocytes (CD11b⁺F4/80^(neg)CD64^(neg/low)Ly6C^(high)) (FIG. 15G). Results in FIGS. 15B-G are presented as mean±s.e.m.; n=5 per group; Two-way ANOVA with Sidak's multiple comparison test. tSNE plots obtained by re-clustering the meningeal CD4⁺ and CD8⁺ T cell populations using Flowsome and a 10 cluster-restricting condition are depicted in FIG. 15H. After removal of remnant contaminating macrophages and dendritic cells a total of four distinct clusters of CD4⁺ T cells (4, 6, 7 and 10) and six distinct clusters of CD8⁺ T cells (1, 2, 3, 5, 8 and 9) were identified (FIGS. 15J-L), There was a significant decrease in CD4⁺CD44⁺PD-1^(neg) (FIG. 15I) and CD8⁺CD44⁺Tbet^(high) (FIG. 15K) and a significant increase in CD4⁺CD44⁺FOXp3⁺ (FIG. 15J) and CD8⁺CD44⁺Tbet^(low) (FIG. 15L) cell frequency. Results in FIG. 15I-L are presented as mean±s.e.m.; n=5 per group; Unpaired Student's T test. Representative images of brain sections of male CCR7^(+/+) or CCR7^(−/−) 5×FAD mice stained for Aβ (red) and with DAPI (blue); scale bar, 2 mm (FIG. 15M). Also quantified were number of plaques per mm² (FIG. 15N), plaque average size (in μm²) (FIG. 15O), and coverage (% area of section) (FIG. 15P). Representative images of brain cortex stained for Aβ (green) and IBA1 (red) and with DAPI (blue); scale bar, 100 μm were obtained (FIG. 15Q). Quantification of IBA1+ cells clustered around plaques (FIG. 15R). Results in FIG. 15N-P and FIG. 15R are presented as mean±s.e.m.; in n-p, n=14 in 5×FAD::CCR7^(+/+) and n=15 in 5×FAD::CCR7^(−/−) groups pooled from 2 independent experiments; in r, n=6 per group representative of 2 independent experiments; Unpaired Student's T test. FIGS. 15S-U depict performance in the MWM acquisition (FIG. 15S), probe trial (FIG. 15T) and reversal (FIG. 15U) revealed statistically significant differences between WT::CCR7^(+/+) and 5×FAD::CCR7^(−/−) at days 3 and 4 of the acquisition, in the probe trial and in the 2nd day of reversal (day 6 of the test). Statistically significant differences were also observed between WT::CCR7^(+/+) and WT::CCR7^(−/−) mice in the probe trial. Results in FIG. 15S-U are presented as mean±s.e.m.; n=9 in WT::CCR7^(+/+) and in 5×FAD::CCR7^(−/−), n=7 in WT::CCR7^(−/−), n=8 in 5×FAD::CCR7^(+/+) groups; Repeated measures Two-way ANOVA with Sidak's multiple comparison test in FIGS. 15S and 6U; Two-way ANOVA with Sidak's multiple comparison test in FIG. 15T.

Thus, abnormal meningeal T cell response in CCR7^(−/−) mice is associated with worse brain AB pathology, altered microglial response and worse cognitive performance Ablation of meningeal lymphatic vessels aggravates AB deposition in the meninges and brain of 5×FAD transgenic mice. It is contemplated that accumulation of T cells in the meningeal lymphatics can aggravate brain pathology, affect microglial response, and worsen cognitive performance in AD.

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All references (including patent applications, patents, and publications) cited herein are incorporated herein by reference in their entirety and for all purposes to the same extent as if each individual publication or patent or patent application was specifically and individually indicated to be incorporated by reference in its entirety for all purposes.

Although the foregoing has been described in some detail by way of illustrations and examples for purposes of clarity and understanding, it will be understood by those of skill in the art that modifications can be made without departing from the spirit of the present disclosure. Therefore, it should be clearly understood that the forms disclosed herein are illustrative only and are not intended to limit the scope of the present disclosure, but rather to also cover all modification and alternatives coming with the true scope and spirit of the embodiments of the disclosure(s). For each method described herein, relevant compositions for use in the method are expressly contemplated, uses of compositions in the method, and, as applicable, methods of making a medicament for use in the method are also expressly contemplated. For example, for methods of increasing flow that comprise a flow modulator, flow modulators for use in the corresponding method are also contemplated, as are uses of a flow modulator in increasing flow according to the method, as are methods of making a medicament comprising the flow modulator for use in increasing flow.

It is contemplated that various combinations or subcombinations of the specific features and aspects of the embodiments disclosed above may be made and still fall within one or more of the disclosures. Further, the disclosure herein of any particular feature, aspect, method, property, characteristic, quality, attribute, element, or the like in connection with an embodiment can be used in all other embodiments set forth herein. Accordingly, it should be understood that various features and aspects of the disclosed embodiments can be combined with or substituted for one another in order to form varying modes of the disclosure. Thus, it is intended that the scope of the present disclosure should not be limited by the particular disclosed embodiments described above. Moreover, while the disclosure is susceptible to various modifications, and alternative forms, specific examples thereof have been shown in the drawings and are herein described in detail. It should be understood, however, that the disclosure is not to be limited to the particular forms or methods disclosed, but to the contrary, the disclosure is to cover all modifications, equivalents, and alternatives falling within the spirit and scope of the various embodiments described and the appended claims. Any methods disclosed herein need not be performed in the order recited. The methods disclosed herein include certain actions taken by a practitioner; however, they can also include any third-party instruction of those actions, either expressly or by implication. For example, actions such as “administering a composition” include “instructing the administration of a composition.” In addition, where features or aspects of the disclosure are described in terms of Markush groups, those skilled in the art will recognize that the disclosure is also thereby described in terms of any individual member or subgroup of members of the Markush group. Furthermore, in those instances where a convention analogous to “at least one of A, B, and C, etc.” is used, in general such a construction is intended in the sense one having skill in the art would understand the convention (e.g., “a system having at least one of A, B, and C” would include but not be limited to systems that have A alone, B alone, C alone, A and B together, A and C together, B and C together, and/or A, B, and C together, etc.). In those instances where a convention analogous to “at least one of A, B, or C, etc.” is used, in general such a construction is intended in the sense one having skill in the art would understand the convention (e.g., “a composition having at least one of A, B, or C” would include but not be limited to compositions that have A alone, B alone, C alone, A and B together, A and C together, B and C together, and/or A, B, and C together, etc.). It will be further understood by those within the art that virtually any disjunctive word and/or phrase presenting two or more alternative terms, whether in the description, claims, or drawings, should be understood to contemplate the possibilities of including one of the terms, either of the terms, or both terms. For example, the phrase “A or B” will be understood to include the possibilities of “A” or “B” or “A and B.”

The ranges disclosed herein also encompass any and all overlap, sub-ranges, and combinations thereof. Language such as “up to,” “at least,” “greater than,” “less than,” “between,” and the like includes the number recited. Numbers preceded by a term such as “about” or “approximately” include the recited numbers. For example, “about 10 nanometers” includes “10 nanometers.”

Terms and phrases used in this application, and variations thereof, especially in the appended claims, unless otherwise expressly stated, should be construed as open ended as opposed to limiting. As examples of the foregoing, the term ‘including’ should be read to mean ‘including, without limitation,’ ‘including but not limited to,’ or the like.

The indefinite article “a” or “an” does not exclude a plurality. The term “about” as used herein to, for example, define the values and ranges of molecular weights means that the indicated values and/or range limits can vary within ±20%, e.g., within ±10%. The use of “about” before a number includes the number itself. For example, “about 5” provides express support for “5”.

TABLE 2 Ensembl Entrez Symbol log2FoldChange padj Name ENSMUSG00000097505 1.68721446 7.77E−11 ENSMUSG00000040856 13386 Dlk1 1.199724568 2.72E−06 delta-like 1 homolog (Drosophila) ENSMUSG00000002699 16822 Lcp2 1.110117429 3.72E−08 lymphocyte cytosolic protein 2 ENSMUSG00000005763 12503 Cd247 1.020106646 0.000247057 CD247 antigen ENSMUSG00000043015 227094 Nemp2 1.018814294 0.000291652 nuclear envelope integral membrane protein 2 ENSMUSG00000038760 22045 Trhr 1.001846613 8.22E−07 thyrotropin releasing hormone receptor ENSMUSG00000096262 0.96622226 1.43E−05 ENSMUSG00000062168 237178 Ppef1 0.95663948 0.000120062 protein phosphatase with EF hand calcium-binding domain 1 ENSMUSG00000091243 73569 Vgll3 0.895521935 0.000839965 vestigial like family member 3 ENSMUSG00000097347 0.874879747 0.00055368 ENSMUSG00000097272 0.874421526 5.31E−07 ENSMUSG00000026228 15559 Htr2b 0.84970882 0.001999733 5-hydroxytryptamine (serotonin) receptor 2B ENSMUSG00000019817 22634 Plagl1 0.837739519 5.35E−08 pleiomorphic adenoma gene-like 1 ENSMUSG00000083013 0.830625744 0.003274596 ENSMUSG00000056025 12722 Clca3a1 0.823943159 0.00289335 chloride channel accessory 3A1 ENSMUSG00000098097 0.815344327 3.31E−06 ENSMUSG00000079426 68089 Arpc4 0.811879362 0.001389066 actin related protein 2/3 complex, subunit 4 ENSMUSG00000025905 18387 Oprk1 0.806597562 0.000451714 opioid receptor, kappa 1 ENSMUSG00000041380 15560 Htr2c 0.791830589 7.05E−07 5-hydroxytryptamine (serotonin) receptor 2C ENSMUSG00000030551 11819 Nr2f2 0.776745812 0.0001637 nuclear receptor subfamily 2, group 55 F, member 2 ENSMUSG00000070780 245945 Rbm47 0.752306861 0.005332296 RNA binding motif protein 47 ENSMUSG00000002944 12491 Cd36 0.748353433 0.006744831 CD36 antigen ENSMUSG00000069132 18232 Nxph2 0.739166981 0.000713891 neurexophilin 2 ENSMUSG00000038112 244810 AW551984 0.726317164 3.21E−06 expressed sequence AW551984 ENSMUSG00000050926 245403 Dcaf12l2 0.724473623 0.00033091 DDB1 and CUL4 associated factor 12-like 2 ENSMUSG00000041570 67886 Camsap2 0.721377326 0.000471706 calmodulin regulated spectrin- associated protein family, member 2 ENSMUSG00000042943 0.720735414 0.007277655 ENSMUSG00000051777 208426 Iqcj 0.712918031 0.004661875 IQ motif containing J ENSMUSG00000083396 0.7121342 0.009752335 ENSMUSG00000031380 14205 Vegfd 0.71111146 0.00865258 vascular endothelial growth factor D ENSMUSG00000005268 19116 Prlr 0.709629589 0.012137013 prolactin receptor ENSMUSG00000019929 13179 Dcn 0.700780853 0.000517444 decorin ENSMUSG00000084859 73489 1700080N15Rik 0.700646663 0.006275636 RIKEN cDNA 1700080N15 gene ENSMUSG00000086843 338535 E030013I19Rik 0.700458964 1.30E−05 RIKEN cDNA E030013I19 gene ENSMUSG00000044471 232685 Lncpint 0.700124507 0.008278978 long non-protein coding RNA, Trp53 induced transcript ENSMUSG00000086022 209550 Rad51ap2 0.694515547 0.000423168 RAD51 associated protein 2 ENSMUSG00000065701 19872 Rny1 0.690600037 0.004878006 RNA, Y1 small cytoplasmic, Ro- associated ENSMUSG00000000567 20682 Sox9 0.686823743 3.97E−08 SRY (sex determining region Y)- box 9 ENSMUSG00000089651 0.684852115 0.005516804 ENSMUSG00000083821 0.684071174 0.012468526 ENSMUSG00000010064 76257 Slc38a3 0.672808987 0.017099976 solute carrier family 38, member 3 ENSMUSG00000087947 0.672499687 0.015647371 ENSMUSG00000078880 100043381 Gm14308 0.671330541 0.000279932 predicted gene 14308 ENSMUSG00000015843 20183 Rxrg 0.670549456 0.016873714 retinoid X receptor gamma ENSMUSG00000090877 15511 Hspa1b 0.669250449 0.0037729 heat shock protein 1B ENSMUSG00000019768 13982 Esr1 0.664783495 0.001747233 estrogen receptor 1 (alpha) ENSMUSG00000035694 353025 Caps2 0.661645077 0.000412819 calcyphosphine 2 ENSMUSG00000056145 229694 Al504432 0.661262584 2.72E−06 expressed sequence Al504432 ENSMUSG00000031558 20563 Slit2 0.659521683 3.72E−08 slit homolog 2 (Drosophila) ENSMUSG00000037573 22057 Tob1 0.654584 5.39E−06 transducer of ErbB-2.1 ENSMUSG00000050558 246313 Prokr2 0.653178642 3.63E−05 prokineticin receptor 2 ENSMUSG00000029334 19092 Prkg2 0.651056307 0.007055857 protein kinase, cGMP-dependent, type II ENSMUSG00000090066 102634333 LOC102634333 0.648199198 0.006528024 uncharacterized LOC102634333 ENSMUSG00000080440 0.648057404 0.02194544 ENSMUSG00000095550 100862359 Gm21671 0.644780992 0.007089549 predicted gene, 21671 ENSMUSG00000031355 11856 Arhgap6 0.643913591 0.00826777 Rho GTPase activating protein 6 ENSMUSG00000025058 71398 5430427O19Rik 0.643635951 0.015293069 RIKEN cDNA 5430427O19 gene ENSMUSG00000069743 75424 Zfp820 0.639137651 0.007561881 zinc finger protein 820 ENSMUSG00000026107 109019 Nabp1 0.638642566 6.36E−06 nucleic acid binding protein 1 ENSMUSG00000075270 241489 Pde11a 0.630854687 1.37E−06 phosphodiesterase 11A ENSMUSG00000091455 628870 Otogl 0.630128639 0.000760116 otogelin-like ENSMUSG00000019880 72780 Rspo3 0.629342854 1.86E−06 R-spondin 3 ENSMUSG00000047935 434280 Gm5607 0.625794471 0.024817752 predicted gene 5607 ENSMUSG00000096768 170942 Erdr1 0.620783031 0.024448559 erythroid differentiation regulator 1 ENSMUSG00000098188 268301 Sowahc 0.618887968 0.002174172 sosondowah ankyrin repeat domain family member C ENSMUSG00000085526 0.616681569 0.012256826 ENSMUSG00000098061 0.607314987 0.00471505 ENSMUSG00000097311 0.606208837 0.004517231 ENSMUSG00000073656 0.605702402 0.008137864 ENSMUSG00000099025 0.602079481 0.031167682 ENSMUSG00000071665 436240 Foxr2 0.599276079 0.02563755 forkhead box R2 ENSMUSG00000064945 19874 Rny3 0.595384027 0.0330309 RNA, Y3 small cytoplasmic (associated with Ro protein) ENSMUSG00000055567 329178 Unc80 0.594358294 0.0012163 unc-80, NALCN activator ENSMUSG00000097924 0.594161234 0.000186491 ENSMUSG00000047678 319200 Gpr82 0.594006797 0.028890287 G protein-coupled receptor 82 ENSMUSG00000091476 545391 Gm16432 0.591818984 0.012681585 predicted gene 16432 ENSMUSG00000038257 110304 Glra3 0.590571061 0.006708852 glycine receptor, alpha 3 subunit ENSMUSG00000023073 20494 Slc10a2 0.590182319 0.020962258 solute carrier family 10, member 2 ENSMUSG00000044145 329509 1810024B03Rik 0.586805268 0.008173345 RIKEN cDNA 1810024B03 gene ENSMUSG00000094825 100041012 Gm3095 0.586682974 0.005193975 predicted gene 3095 ENSMUSG00000028172 21338 Tacr3 0.585283032 0.004181826 tachykinin receptor 3 ENSMUSG00000039257 58188 Vstm2b 0.580672469 0.026648841 V-set and transmembrane domain containing 2B ENSMUSG00000084917 0.580348036 0.01804631 ENSMUSG00000094832 0.580049998 0.017297968 ENSMUSG00000057836 22445 Xlr3a 0.579720384 0.039089041 X-linked lymphocyte-regulated 3A ENSMUSG00000039115 104099 Itga9 0.578591373 0.005951911 integrin alpha 9 ENSMUSG00000078906 0.577695448 0.024829386 ENSMUSG00000042498 102871 D330045A20Rik 0.576955778 0.026579452 RIKEN cDNA D330045A20 gene ENSMUSG00000032346 67968 Ooep 0.576675873 0.02836652 oocyte expressed protein ENSMUSG00000080365 0.574491605 0.041221106 ENSMUSG00000032246 75600 Calml4 0.573770116 0.038342642 calmodulin-like 4 ENSMUSG00000068122 11609 Agtr2 0.573570136 0.041842461 angiotensin II receptor, type 2 ENSMUSG00000085109 0.571929805 0.039345584 ENSMUSG00000021187 74413 Tc2n 0.568307958 0.044424767 tandem C2 domains, nuclear ENSMUSG00000026601 77352 Axdnd1 0.567999004 0.024578427 axonemal dynein light chain domain containing 1 ENSMUSG00000023737 0.566902945 0.005467068 ENSMUSG00000039480 319638 Nt5dc1 0.565588748 0.003122633 5'-nucleotidase domain containing 1 ENSMUSG00000097417 0.564726586 0.004088241 ENSMUSG00000051323 279653 Pcdh19 0.564321603 6.31E−06 protocadherin 19 ENSMUSG00000097234 0.563911854 0.010607724 ENSMUSG00000096947 0.563636589 0.004223079 ENSMUSG00000048915 13640 Efna5 0.563066393 0.002197588 ephrin A5 ENSMUSG00000099001 0.56264897 0.020056896 ENSMUSG00000097148 0.562505742 0.011189913 ENSMUSG00000034361 234577 Cpne2 0.561210783 0.004484016 copine II ENSMUSG00000062319 0.560912392 0.026648841 ENSMUSG00000020185 52679 E2f7 0.560750818 0.011466877 E2F transcription factor 7 ENSMUSG00000078184 0.559897082 0.02412924 ENSMUSG00000045871 239250 Slitrk6 0.557514738 0.022323986 SLIT and NTRK-like family, member 6 ENSMUSG00000031309 110651 Rps6ka3 0.556129963 1.46E−07 ribosomal protein S6 kinase polypeptide 3 ENSMUSG00000027896 229699 Slc16a4 0.555574845 0.000268286 solute carrier family 16 (monocarboxylic acid transporters), member 4 ENSMUSG00000066652 320202 Lefty2 0.55539262 0.029288325 left-right determination factor 2 ENSMUSG00000093843 0.555302564 0.043784958 ENSMUSG00000031285 13193 Dcx 0.553851128 8.22E−07 doublecortin ENSMUSG00000027750 50706 Postn 0.553208309 0.045365211 periostin, osteoblast specific factor ENSMUSG00000052415 99681 Tchh 0.553132444 0.010544674 trichohyalin ENSMUSG00000097265 0.552895269 0.001370223 ENSMUSG00000049148 239318 Plcxd3 0.551735034 0.000412819 phosphatidylinositol-specific phospholipase C, X domain containing 3 ENSMUSG00000097300 0.550710585 0.009052194 ENSMUSG00000097338 0.549493455 0.009763137 ENSMUSG00000049799 100061 Lrrc19 0.546705465 0.03156779 leucine rich repeat containing 19 ENSMUSG00000041633 207474 Kctd12b 0.545766636 0.000533095 potassium channel tetramerisation domain containing 12b ENSMUSG00000061039 258783 Olfr920 0.545232904 0.026071951 olfactory receptor 920 ENSMUSG00000032899 243659 Styk1 0.544383899 0.009889169 serine/threonine/tyrosine kinase 1 ENSMUSG00000028868 242687 Wasf2 0.543604188 0.001276768 WAS protein family, member 2 ENSMUSG00000051455 268491 Meioc 0.543451707 0.00519215 meiosis specific with coiled-coil domain ENSMUSG00000050022 231842 Amz1 0.539378249 0.011109797 archaelysin family metallopeptidase 1 ENSMUSG00000015882 209707 Lcorl 0.538184995 5.35E−08 ligand dependent nuclear receptor corepressor-like ENSMUSG00000039531 72580 Zufsp 0.53699343 0.002238309 zinc finger with UFM1-specific peptidase domain ENSMUSG00000033542 54324 Arhgef5 0.536297325 0.01495083 Rho guanine nucleotide exchange factor (GEF) 5 ENSMUSG00000026361 214498 Cdc73 0.535998111 3.57E−05 cell division cycle 73, Paf1/RNA polymerase II complex component ENSMUSG00000037490 353169 Slc2a12 0.534718538 0.0228747553 solute carrier family 2 (facilitated glucose transporter), member 12 ENSMUSG00000030237 28250 Slco1a4 0.534493618 0.000523977 solute carrier organic anion transporter family, member 1a4 ENSMUSG00000034810 20272 Scn7a 0.533525685 0.005002265 sodium channel, voltage-gated, type VII, alpha ENSMUSG00000044702 233826 Palb2 0.532616466 0.036087882 partner and localizer of BRCA2 ENSMUSG00000056888 73690 Glipr1 0.531723026 0.029288325 GLI pathogenesis-related 1 (glioma) ENSMUSG00000032925 223272 Itgbl1 0.531370042 0.000183125 integrin, beta-like 1 ENSMUSG00000087885 0.530830094 0.019506351 ENSMUSG00000020311 66753 Erlec1 0.530200343 3.72E−08 endoplasmic reticulum lectin 1 ENSMUSG00000042453 19699 Reln 0.529929446 0.00359003 reelin ENSMUSG00000089790 0.528280721 0.007905396 ENSMUSG00000085543 0.528217312 0.0314093698 ENSMUSG00000085440 319940 Sorbs2os 0.527686011 0.008435647 sorbin and SH3 domain containing 2, opposite strand ENSMUSG00000079011 0.52744814 0.034548655 ENSMUSG00000073594 0.526337169 0.004877014 ENSMUSG00000027009 16401 Itga4 0.526193002 1.53E−06 integrin alpha 4 ENSMUSG00000021806 18074 Nid2 0.525833241 0.026472481 nidogen 2 ENSMUSG00000093490 0.525470991 0.025890844 ENSMUSG00000097267 74303 1700109K24Rik 0.525452749 0.020314314 RIKEN cDNA 1700109K24 gene ENSMUSG00000024691 107373 Fam111a 0.525305131 0.002102796 family with sequence similarity 111, member A ENSMUSG00000036502 245386 Tmem255a 0.525258513 1.61E−05 transmembrane protein 255A ENSMUSG00000067929 0.52339337 0.032136093 ENSMUSG00000097455 0.52333229 0.021273945 ENSMUSG00000042514 225266 Klhl14 0.523080806 0.045505582 kelch-like 14 ENSMUSG00000084911 0.522510842 0.001250258 ENSMUSG00000098841 0.520797205 0.032410655 ENSMUSG00000072693 0.518059434 0.010238271 ENSMUSG00000053205 56291 Styx 0.517383802 0.027323589 serine/threonine/tyrosine interaction protein ENSMUSG00000097884 0.516698801 0.046860057 ENSMUSG00000052676 215693 Zmat1 0.516377052 0.000223378 zinc finger, matrin type 1 ENSMUSG00000086986 0.516091782 0.035995265 ENSMUSG00000025937 212442 Lactb2 0.515287241 0.009093064 lactamase, beta 2 ENSMUSG00000060445 320558 Sycp2 0.515252611 0.027543196 synaptonemal complex protein 2 ENSMUSG00000064336 0.51505068 0.049177438 ENSMUSG00000028370 18491 Pappa 0.514522945 0.006361553 pregnancy-associated plasma protein A ENSMUSG00000097203 100042484 4732419C18Rik 0.514165603 0.032840549 RIKEN cDNA 4732419C18 gene ENSMUSG00000003657 12308 Calb2 0.513755733 0.001768632 calbindin 2 ENSMUSG00000020950 15228 Foxg1 0.511271076 0.000315513 forkhead box G1 ENSMUSG00000072774 626391 Zfp951 0.510582837 0.00613556 zinc finger protein 951 ENSMUSG00000043498 0.509817584 0.001670181 ENSMUSG00000019888 67569 Mgat4c 0.509753117 0.000228196 MGAT4 family, member C ENSMUSG00000093528 75170 Nrg3os 0.509521344 0.017528498 neuregulin 3, opposite strand ENSMUSG00000075316 20274 Scn9a 0.507606113 0.00985516 sodium channel, voltage-gated, type IX, alpha ENSMUSG00000074637 20674 Sox2 0.507097871 0.002053567 SRY (sex determining region Y)- box 2 ENSMUSG00000084262 0.506113913 0.038438174 ENSMUSG00000037362 18133 Nov 0.506023432 0.002899047 nephroblastoma overexpressed gene ENSMUSG00000034218 11920 Atm 0.505158444 9.29E−08 ataxia telangiectasia mutated ENSMUSG00000074643 266692 Cpne1 0.504642946 0.037663101 copine I ENSMUSG00000035274 21983 Tpbg 0.503905786 0.003338321 trophoblast glycoprotein ENSMUSG00000089998 100125931 Phtf1os 0.503831496 0.002884513 putative homeodomain transcription factor 1, opposite strand ENSMUSG00000097546 0.503689616 0.040504699 ENSMUSG00000034324 208213 Tmem132c 0.503308536 0.042049422 transmembrane protein 132C ENSMUSG00000086450 0.501926208 0.023209714 ENSMUSG00000091509 0.501827906 0.000382537 ENSMUSG00000074505 270120 Fat3 0.501248331 0.013696197 FAT atypical cadherin 3 ENSMUSG00000097352 606736 C920009B18Rik 0.498126636 0.038529318 RIKEN cDNA C920009B18 gene ENSMUSG00000059588 54598 Calcrl 0.498074864 0.001345392 calcitonin receptor-like ENSMUSG00000016493 17221 Cd46 0.497530349 0.009477244 CD46 antigen, complement regulatory protein ENSMUSG00000037169 18109 Mycn 0.496875115 0.006693208 v-myc avian myelocytomatosis viral related oncogene, neuroblastoma derived ENSMUSG00000016150 23963 Tenm1 0.496134171 0.000104072 teneurin transmembrane protein 1 ENSMUSG00000085181 100504717 Gm12709 0.496115006 0.012005397 predicted gene 12709 ENSMUSG00000084984 69295 Far1os 0.494597967 0.026020807 fatty acyl CoA reductase 1, opposite strand ENSMUSG00000071456 100043040 1110002L01Rik 0.493877466 0.007135331 RIKEN cDNA 1110002L01 gene ENSMUSG00000085913 0.493830464 0.026214939 ENSMUSG00000095295 666329 Gm3317 0.492910445 0.035883734 predicted gene 3317 ENSMUSG00000027015 73649 Cybrd1 0.491950077 0.002781949 cytochrome b reductase 1 ENSMUSG00000053510 230598 Nrd1 0.491886098 0.00017155 nardilysin, N-arginine dibasic convertase, NRD convertase 1 ENSMUSG00000087431 0.491728239 0.003129849 ENSMUSG00000090353 0.491368617 0.023922204 ENSMUSG00000079658 67923 Tceb1 0.490025915 0.018597016 transcription elongation factor B (SIII), polypeptide 1 ENSMUSG00000039698 211329 Ncoa7 0.489484962 0.000324396 nuclear receptor coactivator 7 ENSMUSG00000040850 103554 Psme4 0.48830771 3.72E−08 proteasome (prosome, macropain) activator subunit 4 ENSMUSG00000095746 0.48807648 0.00055368 ENSMUSG00000089940 0.487414868 0.025364617 ENSMUSG00000062542 60510 Syt9 0.487413164 0.007550519 synaptotagmin IX ENSMUSG00000051497 16517 Kcnj16 0.486840676 0.000161791 potassium inwardly-rectifying channel, subfamily J, member 16 ENSMUSG00000021714 60411 Cenpk 0.486773722 0.038187701 centromere protein K ENSMUSG00000075266 66311 Cenpw 0.486254211 0.045653534 centromere protein W ENSMUSG00000022206 18162 Npr3 0.485723012 0.002374377 natriuretic peptide receptor 3 ENSMUSG00000078117 0.485340954 0.005290988 ENSMUSG00000097385 0.484502638 0.03628183 ENSMUSG00000048047 56805 Zbtb33 0.483286471 0.000558417 zinc finger and BTB domain containing 33 ENSMUSG00000062949 320940 Atp11c 0.48325947 0.00066384 ATPase, class VI, type 11C ENSMUSG00000006262 68473 Mob1b 0.483218568 0.001411939 MOB kinase activator 1B ENSMUSG00000082361 12223 Btc 0.482747094 0.049663261 betacellulin, epidermal growth factor family member ENSMUSG00000074733 414758 Zfp950 0.482465043 0.000772175 zinc finger protein 950 ENSMUSG00000025665 67071 Rps6ka6 0.482397858 0.000523977 ribosomal protein S6 kinase polypeptide 6 ENSMUSG00000050549 70617 5730508B09Rik 0.481486862 0.047890046 RIKEN cDNA 5730508B09 gene ENSMUSG00000079410 100040671 Gm2897 0.481384489 0.030463248 predicted gene 2897 ENSMUSG00000026994 14425 Galnt3 0.481301663 0.011462086 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 3 ENSMUSG00000045519 434377 Zfp560 0.480667041 0.008392979 zinc finger protein 560 ENSMUSG00000035258 320712 Abi3bp 0.48051453 0.040637733 ABI gene family, member 3 (NESH) binding protein ENSMUSG00000029108 54216 Pcdh7 0.480114553 0.011630092 protocadherin 7 ENSMUSG00000024517 225642 Grp 0.478337109 0.014460399 gastrin releasing peptide ENSMUSG00000064262 243374 Gimap8 0.477865776 0.029858386 GTPase, IMAP family member 8 ENSMUSG00000063760 268291 Rnf217 0.477650213 0.001527259 ring finger protein 217 ENSMUSG00000029823 192196 Luc7l2 0.47751002 9.24E−05 LUC7-like 2 (S. cerevisiae) ENSMUSG00000097859 0.477151657 0.028481058 ENSMUSG00000074807 0.477024102 0.013589272 ENSMUSG00000022686 108105 B3gnt5 0.476900957 0.036032893 UDP-GlcNAc:betaGal beta-1,3-N- acetylglucosaminyltransferase 5 ENSMUSG00000009376 17295 Met 0.476772959 0.008353927 met proto-oncogene ENSMUSG00000015653 74051 Steap2 0.476721818 0.031942742 six transmembrane epithelial antigen of prostate 2 ENSMUSG00000038369 56406 Ncoa6 0.476584379 0.000154452 nuclear receptor coactivator 6 ENSMUSG00000044770 268297 Scml4 0.476275268 0.013210052 sex comb on midleg-like 4 (Drosophila) ENSMUSG00000022342 67498 Kcnv1 0.475809806 0.001434658 potassium channel, subfamily V, member 1 ENSMUSG00000091002 70571 Tcerg1l 0.475078841 0.007355486 transcription elongation regulator 1- like ENSMUSG0000008977 53881 Slc5a3 0.474851416 3.21E−05 solute carrier family 5 (inositol transporters), member 3 ENSMUSG00000034551 245596 Hdx 0.473827523 0.001788941 highly divergent homeobox ENSMUSG00000019230 16876 Lhx9 0.472988428 0.003295585 LIM homeobox protein 9 ENSMUSG00000044365 319478 Cxxc4 0.472643901 0.000250755 CXXC finger 4 ENSMUSG00000047230 12738 Cldn2 0.471604867 0.039087346 claudin 2 ENSMUSG00000051329 59015 Nup160 0.470739009 0.002788076 nucleoporin 160 ENSMUSG00000064357 17705 ATP6 0.470339701 9.80E−05 ATP synthase F0 subunit 6 ENSMUSG00000098202 0.470193876 0.028011998 ENSMUSG00000025592 93837 Dach2 0.470081883 0.018478822 dachshund 2 (Drosophila) ENSMUSG00000097876 0.468292086 0.014007017 ENSMUSG00000093383 0.468287156 0.040922821 ENSMUSG00000036466 214058 Megf11 0.468248376 5.63E−06 multiple EGF-like-domains 11 ENSMUSG00000088036 0.468214061 0.044873606 ENSMUSG00000092341 72289 Malat1 0.467798529 0.001445922 metastasis associated lung adenocarcinoma transcript 1 (non- coding RNA) ENSMUSG00000029212 14400 Gabrb1 0.467450726 6.31E−06 gamma-aminobutyric acid (GABA) A receptor, subunit beta 1 ENSMUSG00000068859 381373 Sp9 0.467149428 0.0330309 trans-acting transcription factor 9 ENSMUSG00000042942 381157 Greb1l 0.466809875 0.001441714 growth regulation by estrogen in breast cancer-like ENSMUSG00000090608 0.466778559 0.047069415 ENSMUSG00000021549 218397 Rasa1 0.466365272 0.000104562 RAS p21 protein activator 1 ENSMUSG00000039313 209743 AF529169 0.466245916 0.016059298 cDNA sequence AF529169 ENSMUSG00000040037 320840 Negr1 0.46569292 0.000412819 neuronal growth regulator 1 ENSMUSG00000020680 70439 Taf15 0.465486089 0.002259207 TATA-box binding protein associated factor 15 ENSMUSG00000048616 18121 Nog 0.4648968 0.033717539 noggin ENSMUSG00000063626 210801 Unc5d 0.462846052 0.000773339 unc-5 netrin receptor D ENSMUSG00000073274 0.462811444 0.007068264 ENSMUSG00000075324 60344 Fign 0.462428849 0.042816513 fidgetin ENSMUSG00000097737 0.461664177 0.044017617 ENSMUSG00000051235 209334 Gen1 0.461537736 0.016879613 GEN1, Holliday junction 5′ flap endonuclease ENSMUSG00000096629 100041012 Gm3095 0.461338511 0.031409398 predicted gene 3095 ENSMUSG00000085917 0.460674704 0.030656145 ENSMUSG00000000365 30054 Rnf17 0.460267859 0.018239947 ring finger protein 17 ENSMUSG00000086629 69964 2810403D21Rik 0.460256471 0.020855555 RIKEN cDNA 2810403D21 gene ENSMUSG00000036377 320827 C530008M17Rik 0.459606235 1.09E−07 RIKEN cDNA C530008M17 gene ENSMUSG00000019936 13516 Epyc 0.459497614 0.011041008 epiphycan ENSMUSG00000050808 269328 Muc15 0.458360381 0.04287943 mucin 15 ENSMUSG00000098284 0.45777125 0.014297364 ENSMUSG00000058006 100019 Mdn1 0.456996536 4.54E−05 midasin AAA ATPase 1 ENSMUSG00000020027 216233 Socs2 0.456812104 6.31E−06 suppressor of cytokine signaling 2 ENSMUSG00000097375 0.456677425 0.001687001 ENSMUSG00000032403 69478 2300009A05Rik 0.455538111 0.037244366 RIKEN cDNA 2300009A05 gene ENSMUSG00000000560 14395 Gabra2 0.455363454 0.016610567 gamma-aminobutyric acid (GABA) A receptor, subunit alpha 2 ENSMUSG00000033949 28105 Trim36 0.455098111 0.001236347 tripartite motif-containing 36 ENSMUSG00000028034 51886 Fubp1 0.454957929 0.000386363 far upstream element (FUSE) binding protein 1 ENSMUSG00000050148 54609 Ubqln2 0.454510923 1.31E−05 ubiquilin 2 ENSMUSG00000097263 0.45435349 0.005959608 ENSMUSG00000061171 320106 Slc38a11 0.453576 0.036476 solute carrier family 38, member 11 ENSMUSG00000026565 18986 Pou2f1 0.452883411 0.00544402 POU domain, class 2, transcription factor 1 ENSMUSG00000045284 245404 Dcaf12l1 0.452804978 0.001999733 DDB1 and CUL4 associated factor 12-like 1 ENSMUSG00000095193 100044193 Gm20939 0.452112322 0.005496172 predicted gene, 20939 ENSMUSG00000032293 64602 Ireb2 0.451859395 0.000641268 iron responsive element binding protein 2 ENSMUSG00000041649 245671 Klf8 0.451785983 0.006738514 Kruppel-like factor 8 ENSMUSG00000064363 17719 ND4 0.451733411 0.000374222 NADH dehydrogenase subunit 4 ENSMUSG00000043991 19290 Pura 0.451178646 0.002428227 purine rich element binding protein A ENSMUSG00000073293 102954 Nudt10 0.451165018 0.003073692 nudix (nucleoside diphosphate linked moiety X)-type motif 10 ENSMUSG00000078902 0.451030452 0.009960377 ENSMUSG00000022329 56274 Stk3 0.450679717 0.00584403 serine/threonine kinase 3 ENSMUSG00000033774 226304 Npbwr1 0.45028203 0.041942814 neuropeptides B/W receptor 1 ENSMUSG00000021590 75571 Spata9 0.450256278 0.033528287 spermatogenesis associated 9 ENSMUSG00000068617 66793 Efcab1 0.449639982 0.011630092 EF hand calcium binding domain 1 ENSMUSG00000056004 231014 9330182L06Rik 0.449336801 0.000665254 RIKEN cDNA 9330182L06 gene ENSMUSG00000026393 59125 Nek7 0.449057521 0.016213124 NIMA (never in mitosis gene a)- related expressed kinase 7 ENSMUSG00000017548 52615 Suz12 0.448551962 0.002483237 suppressor of zeste 12 homolog (Drosophila) ENSMUSG00000092448 0.446972465 0.029716511 ENSMUSG00000035948 380660 Acss3 0.44690546 0.019103418 acyl-CoA synthetase short-chain family member 3 ENSMUSG00000044150 382252 A830080D01Rik 0.446434639 0.001709724 RIKEN cDNA A830080D01 gene ENSMUSG00000031095 72584 Cul4b 0.446030436 0.003471635 cullin 4B ENSMUSG00000031290 210297 Lrch2 0.445987498 0.001656773 leucine-rich repeats and calponin homology (CH) domain containing 2 ENSMUSG00000068154 53626 Insm1 0.445781717 0.02900422 insulinoma-associated 1 ENSMUSG00000034610 230594 Zcchc11 0.443793903 0.000760116 zinc finger, CCHC domain containing 11 ENSMUSG00000089788 0.443483698 0.002899047 ENSMUSG00000045328 229841 Cenpe 0.443410529 0.023616654 centromere protein E ENSMUSG00000064368 17722 ND6 0.443156764 0.001254458 NADH dehydrogenase subunit 6 ENSMUSG00000026492 15278 Tfb2m 0.442881793 0.000713891 transcription factor B2, mitochondrial ENSMUSG00000024268 108013 Celf4 0.442334784 0.000291652 CUGBP, Elav-like family member 4 ENSMUSG00000046167 235379 Gldn 0.442195772 0.036713429 gliomedin ENSMUSG00000030077 12661 Chl1 0.441899986 0.000608724 cell adhesion molecule L1-like ENSMUSG00000087606 0.441890779 0.026238123 ENSMUSG00000034701 18012 Neurod1 0.441247335 0.003507256 neurogenic differentiation 1 ENSMUSG00000031200 17763 Mtcp1 0.44077279 0.005831225 mature T cell proliferation 1 ENSMUSG00000042523 105000 Dnal1 0.440733018 0.0043121 dynein, axonemal, light chain 1 ENSMUSG00000047161 71367 Chst9 0.439464458 0.027847707 carbohydrate (N- acetylgalactosamine 4-0) sulfotransferase 9 ENSMUSG00000090698 381823 Apold1 0.438442342 0.002485879 apolipoprotein L domain containing 1 ENSMUSG00000022865 13052 Cxadr 0.438433983 0.002137938 coxsackie virus and adenovirus receptor ENSMUSG00000041685 218503 Fcho2 0.437732257 0.002081857 FCH domain only 2 ENSMUSG00000045441 243385 Gprin3 0.43748571 0.00033091 GPRIN family member 3 ENSMUSG00000018589 237213 Glra2 0.436565672 0.013642625 glycine receptor, alpha 2 subunit ENSMUSG00000098066 0.436555924 0.048744199 ENSMUSG00000039704 320506 Lmbrd2 0.436096581 0.000186491 LMBR1 domain containing 2 ENSMUSG00000020309 68044 Chac2 0.435968323 0.001428319 ChaC, cation transport regulator 2 ENSMUSG00000055639 13134 Dach1 0.435760984 0.012578958 dachshund 1 (Drosophila) ENSMUSG00000085328 0.43555647 0.010384153 ENSMUSG00000063273 74838 Naa15 0.43515332 0.00037302 N(alpha)-acetyltransferase 15, NatA auxiliary subunit ENSMUSG00000004680 53379 Hnmpa2b1 0.434688219 0.006822305 heterogeneous nuclear ribonucleoprotein A2/B1 ENSMUSG00000037808 72826 Fam76b 0.434549646 0.000124156 family with sequence similarity 76, member B ENSMUSG00000028212 12448 Ccne2 0.433632766 0.002137066 cyclin E2 ENSMUSG00000019564 13496 Arid3a 0.432840259 0.025138051 AT rich interactive domain 3A (BRIGHT-like) ENSMUSG00000069114 229055 Zbtb10 0.432628225 0.004274052 zinc finger and BTB domain containing 10 ENSMUSG00000033031 224171 C330027C09Rik 0.432540663 0.001998408 RIKEN cDNA C330027C09 gene ENSMUSG00000095253 240064 Zfp799 0.431297355 0.013938543 zinc finger protein 799 ENSMUSG00000090386 77994 Mir99ahg 0.430951745 0.014083479 Mir99a and Mirlet7c-1 host gene (non-protein coding) ENSMUSG00000028771 19248 Ptpn12 0.430755509 0.002498541 protein tyrosine phosphatase, non- receptor type 12 ENSMUSG00000054976 241134 Nyap2 0.430750119 0.005496172 neuronal tyrosine-phophorylated phosphoinositide 3-kinase adaptor 2 ENSMUSG00000084771 331547 A230072E10Rik 0.430142992 0.035678264 RIKEN cDNA A230072E10 gene ENSMUSG00000025077 55947 Dclre1a 0.42884201 0.031965353 DNA cross-link repair 1A ENSMUSG00000097337 0.428489063 0.037667395 ENSMUSG00000056870 70676 Gulp1 0.428437839 0.02855274 GULP, engulfment adaptor PTB domain containing 1 ENSMUSG00000045991 225631 Onecut2 0.428427627 0.002630166 one cut domain, family member 2 ENSMUSG00000003282 56711 Plag1 0.428035955 0.011462458 pleiomorphic adenoma gene 1 ENSMUSG00000091511 625131 Vmn2r87 0.427887831 0.032348689 vomeronasal 2, receptor 87 ENSMUSG00000055761 269513 Nkain3 0.427315933 0.009752335 Na+/K+ transporting ATPase interacting 3 ENSMUSG00000023845 240028 Lnpep 0.427191255 0.000773339 leucyl/cystinyl aminopeptidase ENSMUSG00000057706 108797 Mex3b 0.426719369 0.027063785 mex3 RNA binding family member B ENSMUSG00000024766 381236 Lipo3 0.426683033 0.016578272 lipase, member O3 ENSMUSG00000031626 234214 Sorbs2 0.426620533 0.00022072 sorbin and SH3 domain containing 2 ENSMUSG00000086429 14910 Gt(ROSA)26Sor 0.426413189 0.003577611 gene trap ROSA 26, Philippe Soriano ENSMUSG00000074951 258439 Olfr1309 0.426221316 0.029357419 olfactory receptor 1309 ENSMUSG00000026579 14067 F5 0.426034615 0.043780099 coagulation factor V ENSMUSG00000036019 278279 Tmtc2 0.425579817 0.002483237 transmembrane and tetratricopeptide repeat containing 2 ENSMUSG00000085234 102640951 Gm15614 0.425573694 0.044227199 predicted gene 15614 ENSMUSG00000016756 12763 Cmah 0.424998175 0.015573718 cytidine monophospho-N- acetylneuraminic acid hydroxylase ENSMUSG00000036815 269109 Dpp10 0.424714128 0.012054644 dipeptidylpeptidase 10 ENSMUSG00000047216 227485 Cdh19 0.423800199 0.001994942 cadherin 19, type 2 ENSMUSG00000051341 22710 Zfp52 0.423365887 0.007038176 zinc finger protein 52 ENSMUSG00000020305 65257 Asb3 0.422559088 0.001431759 ankyrin repeat and SOCS box- containing 3 ENSMUSG00000063632 20666 Sox11 0.421513803 0.000233312 SRY (sex determining region Y)- box 11 ENSMUSG00000028019 54635 Pdgfc 0.421076901 0.030224424 platelet-derived growth factor, C polypeptide ENSMUSG00000031902 18021 Nfatc3 0.420633195 0.001026104 nuclear factor of activated T cells, cytoplasmic, calcineurin dependent 3 ENSMUSG00000022309 11600 Angpt1 0.420235591 0.02910784 angiopoietin 1 ENSMUSG00000059005 229279 Hnrnpa3 0.419391817 0.000665254 heterogeneous nuclear ribonucleoprotein A3 ENSMUSG00000031278 50790 Acsl4 0.419194953 0.001115808 acyl-CoA synthetase long-chain family member 4 ENSMUSG00000033308 99586 Dpyd 0.419166811 6.58E−05 dihydropyrimidine dehydrogenase ENSMUSG00000042595 245622 Fam199x 0.418156085 0.001946993 family with sequence similarity 199, X-linked ENSMUSG00000051951 497097 Xkr4 0.417805571 0.000618195 X-linked Kx blood group related 4 ENSMUSG00000029017 73078 Pmpcb 0.417777004 5.70E−05 peptidase (mitochondrial processing) beta ENSMUSG00000068428 239789 Gmnc 0.417119146 0.028840169 geminin coiled-coil domain containing ENSMUSG00000021693 16563 Kif2a 0.415197513 0.000108197 kinesin family member 2A ENSMUSG00000073131 67048 Vma21 0.414652729 0.007370161 VMA21 vacuolar H+-ATPase homolog (S. cerevisiae) ENSMUSG00000040322 229731 Slc25a24 0.414199361 0.019924053 solute carrier family 25 (mitochondrial carrier, phosphate carrier), member 24 ENSMUSG00000047213 229096 Ythdf3 0.413941548 0.002899047 YTH domain family 3 ENSMUSG00000073147 269630 5031425E22Rik 0.41371887 0.011985063 RIKEN cDNA 5031425E22 gene ENSMUSG00000052155 11480 Acvr2a 0.413538933 0.000547886 activin receptor IIA ENSMUSG00000064369 0.413535427 0.048997766 ENSMUSG00000027132 72425 Katnbl1 0.413528327 0.001694389 katanin p80 subunit B like 1 ENSMUSG00000035277 11878 Arx 0.413494471 0.012725383 aristaless related homeobox ENSMUSG00000067851 211673 Arfgef1 0.41305857 0.000503803 ADP-ribosylation factor guanine nucleotide-exchange factor 1(brefeldin A-inhibited) ENSMUSG00000021700 67295 Rab3c 0.412885548 0.000910301 RAB3C, member RAS oncogene family ENSMUSG00000097619 75768 4833422M21Rik 0.412812022 0.035359295 RIKEN cDNA 4833422M21 gene ENSMUSG00000035283 11554 Adrb1 0.412688904 0.012230064 adrenergic receptor, beta 1 ENSMUSG00000042581 210417 Thsd7b 0.412596839 0.003550826 thrombospondin, type I, domain containing 7B ENSMUSG00000021959 50523 Lats2 0.412590045 0.035643348 large tumor suppressor 2 ENSMUSG00000071567 73233 Zfp942 0.412315636 0.00289335 zinc finger protein 942 ENSMUSG00000019841 19714 Rev3l 0.411768338 0.000773339 REV3 like, DNA directed polymerase zeta catalytic subunit ENSMUSG00000057924 0.411676587 0.027260295 ENSMUSG00000087651 69784 1500009L16Rik 0.411569487 0.002701235 RIKEN cDNA 1500009L16 gene ENSMUSG00000041741 54611 Pde3a 0.411502478 0.010607724 phosphodiesterase 3A, cGMP inhibited ENSMUSG00000056260 321000 Lrif1 0.410651669 0.003915191 ligand dependent nuclear receptor interacting factor 1 ENSMUSG00000064360 17718 ND3 0.410520006 0.000312629 NADH dehydrogenase subunit 3 ENSMUSG00000033964 226470 Zbtb41 0.410204447 0.004619104 zinc finger and BTB domain containing 41 ENSMUSG0000002650 66359 Cox20 0.409544679 0.009746584 COX20 Cox2 chaperone ENSMUSG00000045031 207175 Cetn4 0.409355161 0.010706841 centrin 4 ENSMUSG00000064356 17706 ATP8 0.409260953 0.002259207 ATP synthase F0 subunit 8 ENSMUSG00000037814 0.408976953 0.014885882 ENSMUSG00000020745 18472 Pafah1b1 0.408572359 0.008435647 platelet-activating factor acetylhydrolase, isoform 1b, subunit 1 ENSMUSG00000054693 11487 Adam10 0.408474234 0.001694389 a disintegrin and metallopeptidase domain 10 ENSMUSG00000064345 17717 ND2 0.408282022 0.001401869 NADH dehydrogenase subunit 2 ENSMUSG00000018800 217265 Abca5 0.407537843 0.003780714 ATP-binding cassette, sub-family A (ABC1), member 5 ENSMUSG00000026319 227446 2310035C23Rik 0.407511447 0.007281733 RIKEN cDNA 2310035C23 gene ENSMUSG00000027806 72033 Tsc22d2 0.407086266 0.001441714 TSC22 domain family, member 2 ENSMUSG00000042460 94192 C1galt1 0.406517393 0.005002265 core 1 synthase, glycoprotein-N- acetylgalactosamine 3-beta- galactosyltransferase, 1 ENSMUSG00000039801 73692 2410089E03Rik 0.40641055 0.011255603 RIKEN cDNA 2410089E03 gene ENSMUSG00000014907 234344 Naf1 0.406265954 0.01170562 nuclear assembly factor 1 ribonucleoprotein ENSMUSG00000064367 17721 ND5 0.405983901 0.001768632 NADH dehydrogenase subunit 5 ENSMUSG00000046699 245446 Slitrk4 0.405545764 0.000310253 SLIT and NTRK-like family, member 4 ENSMUSG00000039782 231207 Cpeb2 0.405534353 0.000167537 cytoplasmic polyadenylation element binding protein 2 ENSMUSG00000050587 241568 Lrrc4c 0.40544767 0.000374222 leucine rich repeat containing 4C ENSMUSG00000032413 114713 Rasa2 0.405388318 0.044406522 RAS p21 protein activator 2 ENSMUSG00000071362 0.405251988 0.045065078 ENSMUSG00000097469 0.405104679 0.019796215 ENSMUSG00000035847 15931 Ids 0.404760063 0.001467472 iduronate 2-sulfatase ENSMUSG00000064341 17716 ND1 0.403341494 0.000773339 NADH dehydrogenase subunit 1 ENSMUSG00000028572 77963 Hook1 0.403322322 0.004154959 hook microtubule tethering protein 1 ENSMUSG00000006373 53328 Pgrmc1 0.402801352 0.003128875 progesterone receptor membrane component 1 ENSMUSG00000020530 217039 Ggnbp2 0.402469411 0.002205344 gametogenetin binding protein 2 ENSMUSG00000071855 240261 Ccdc112 0.40201877 0.009783693 coiled-coil domain containing 112 ENSMUSG00000067336 12168 Bmpr2 0.401881216 0.002699758 bone morphogenetic protein receptor, type II (serine/threonine kinase) ENSMUSG00000063406 73130 Tmed5 0.401505835 0.0012163 transmembrane emp24 protein transport domain containing 5 ENSMUSG00000026153 68187 Fam135a 0.401395569 0.002947909 family with sequence similarity 135, member A ENSMUSG00000020140 14160 Lgr5 0.401286146 0.001370223 leucine rich repeat containing G protein coupled receptor 5 ENSMUSG00000025893 69149 Kbtbd3 0.401081891 0.02613129 kelch repeat and BTB (POZ) domain containing 3 ENSMUSG00000022668 66067 Gtpbp8 0.400878269 0.005002265 GTP-binding protein 8 (putative) ENSMUSG00000028125 11304 Abca4 0.40051429 0.033850143 ATP-binding cassette, sub-family A (ABC1), member 4 ENSMUSG00000020275 19696 Rel 0.400421582 0.009538378 reticuloendotheliosis oncogene ENSMUSG00000029203 53323 Ube2k 0.400335519 0.017334618 ubiquitin-conjugating enzyme E2K ENSMUSG00000025019 212391 Lcor 0.399912636 0.000772175 ligand dependent nuclear receptor corepressor ENSMUSG00000025860 11798 Xiap 0.399811406 0.001999733 X-linked inhibitor of apoptosis ENSMUSG00000031647 71306 Mfap3l 0.399686014 0.002995299 microfibrillar-associated protein 3- like ENSMUSG00000027550 71710 Lrrcc1 0.398556329 0.002126936 leucine rich repeat and coiled-coil domain containing 1 ENSMUSG00000032648 19309 Pygm 0.397836948 0.034186434 muscle glycogen phosphorylase ENSMUSG00000097911 0.397828069 0.048406436 ENSMUSG00000034480 54004 Diaph2 0.397616533 0.005802278 diaphanous related formin 2 ENSMUSG00000054871 72309 Tmem158 0.397502458 0.040628364 transmembrane protein 158 ENSMUSG00000021244 56531 Ylpm1 0.397307469 9.80E−05 YLP motif containing 1 ENSMUSG00000097073 320692 9430037G07Rik 0.397067656 0.023445746 RIKEN cDNA 9430037G07 gene ENSMUSG00000043259 71721 Fam13c 0.396376642 0.007687952 family with sequence similarity 13, member C ENSMUSG00000098557 239217 Kctd12 0.395595836 0.006634909 potassium channel tetramerisation domain containing 12 ENSMUSG00000026904 94229 Slc4a10 0.395227169 0.000608724 solute carrier family 4, sodium bicarbonate cotransporter-like, member 10 ENSMUSG00000056763 211660 Cspp1 0.394572599 1.64E−05 centrosome and spindle pole associated protein 1 ENSMUSG00000053877 100043597 Srcap 0.393768783 0.037183844 Snf2-related CREBBP activator protein ENSMUSG00000029265 13486 Dr1 0.393490888 0.005025262 down-regulator of transcription 1 ENSMUSG00000067377 56496 Tspan6 0.393027336 0.004437582 tetraspanin 6 ENSMUSG00000032377 235527 Plscr4 0.392562919 0.013513918 phospholipid scramblase 4 ENSMUSG00000097796 100504601 Gm16702 0.392493032 0.026533867 predicted gene, 16702 ENSMUSG00000021816 19056 Ppp3cb 0.392308377 0.002899047 protein phosphatase 3, catalytic subunit, beta isoform ENSMUSG00000060735 239336 Rxfp3 0.392180266 0.022502596 relaxin family peptide receptor 3 ENSMUSG00000026014 77300 Raph1 0.391584907 0.00437341 Ras association (RalGDS/AF-6) and pleckstrin homology domains 1 ENSMUSG00000089756 667962 Zfp966 0.391334759 0.004947973 zinc finger protein 966 ENSMUSG00000093436 0.391298589 0.043553862 ENSMUSG00000047412 235132 Zbtb44 0.39124058 0.001276768 zinc finger and BTB domain containing 44 ENSMUSG00000063446 272031 Plppr1 0.391042093 0.003104002 phospholipid phosphatase related 1 ENSMUSG00000078898 100043914 Zfp968 0.39093535 0.001441714 zinc finger protein 968 ENSMUSG00000031229 22589 Atrx 0.39064903 0.001794256 alpha thalassemia/mental retardation syndrome X-linked ENSMUSG00000039607 207181 Rbms3 0.390470336 0.002468217 RNA binding motif, single stranded interacting protein ENSMUSG00000026395 19264 Ptprc 0.390449459 0.029624426 protein tyrosine phosphatase, receptor type, C ENSMUSG00000085334 0.390305843 0.015909519 ENSMUSG00000082724 0.390028498 0.034386122 ENSMUSG00000064352 0.390010974 0.028304822 ENSMUSG00000021696 74559 Elovl7 0.389941282 0.049474183 ELOVL family member 7, elongation of long chain fatty acids (yeast) ENSMUSG00000040423 381305 Rc3h1 0.38990587 0.000215182 RING CCCH (C3H) domains 1 ENSMUSG00000033793 108664 Atp6v1h 0.389764354 0.01523467 ATPase, H+ transporting, lysosomal V1 subunit H ENSMUSG00000025815 209692 Dhtkd1 0.389530367 0.016643684 dehydrogenase El and transketolase domain containing 1 ENSMUSG00000017057 16164 Il13ra1 0.388658501 0.01254821 interleukin 13 receptor, alpha 1 ENSMUSG00000014813 20855 Stc1 0.388476626 0.009398557 stanniocalcin 1 ENSMUSG00000024073 12211 Birc6 0.388364847 2.76E−05 baculoviral IAP repeat-containing 6 ENSMUSG00000071753 331424 C230004F18Rik 0.388336601 0.01277139 RIKEN cDNA C230004F18 gene ENSMUSG00000019256 11622 Ahr 0.388333054 0.002391979 aryl-hydrocarbon receptor ENSMUSG00000048347 93889 Pcdhb18 0.387820961 0.003980677 protocadherin beta 18 ENSMUSG00000037434 22782 Slc30a1 0.38736032 0.001401869 solute carrier family 30 (zinc transporter), member 1 ENSMUSG00000040118 12293 Cacna2d1 0.387356822 0.005712909 calcium channel, voltage- dependent, alpha2/delta subunit 1 ENSMUSG00000027520 73884 Zdbf2 0.387293613 0.01556022 zinc finger, DBF-type containing 2 ENSMUSG00000026156 280645 B3gat2 0.386765911 0.001179584 beta-1,3-glucuronyltransferase 2 (glucuronosyltransferase S) ENSMUSG00000049511 15551 Htr1b 0.38646666 0.036036001 5-hydroxytryptamine (serotonin) receptor 1B ENSMUSG00000027168 18508 Pax6 0.386305035 0.012725383 paired box 6 ENSMUSG00000097367 0.385903105 0.032388462 ENSMUSG00000073664 269198 Nbeal1 0.385341399 0.00194812 neurobeachin like 1 ENSMUSG00000031112 70415 Stk26 0.385262937 0.011462086 serine/threonine kinase 26 ENSMUSG00000031246 56726 Sh3bgrl 0.385106113 0.012488004 SH3-binding domain glutamic acid- rich protein like ENSMUSG00000055963 208820 Triqk 0.384888244 0.015909519 triple QxxK/R motif containing ENSMUSG00000039375 244484 Wdr17 0.384872069 8.36E−05 WD repeat domain 17 ENSMUSG00000056673 20592 Kdm5d 0.3843982 0.002899047 lysine (K)-specific demethylase 5D ENSMUSG00000031659 11513 Adcy7 0.38431988 0.033530806 adenylate cyclase 7 ENSMUSG00000033319 240263 Fem1c 0.384036539 0.001531229 fem-1 homolog c (C. elegans) ENSMUSG00000022892 11820 App 0.383702589 0.048569817 amyloid beta (A4) precursor protein ENSMUSG00000056758 15364 Hmga2 0.383569479 0.039834855 high mobility group AT-hook 2 ENSMUSG00000030729 70974 Pgm2l1 0.383558772 0.002908433 phosphoglucomutase 2-like 1 ENSMUSG00000020122 13649 Egfr 0.383350343 0.000486312 epidermal growth factor receptor ENSMUSG00000029267 17765 Mtf2 0.383131536 0.000136769 metal response element binding transcription factor 2 ENSMUSG00000042473 245638 Tbc1d8b 0.382639977 0.017334618 TBC1 domain family, member 8B ENSMUSG00000049100 18526 Pcdh10 0.382610072 0.00289335 protocadherin 10 ENSMUSG00000043629 67080 1700019D03Rik 0.382569785 0.002080874 RIKEN cDNA 1700019D03 gene ENSMUSG00000035236 320271 Scai 0.382382698 0.002275482 suppressor of cancer cell invasion ENSMUSG00000031367 108012 Ap1s2 0.382335072 0.009191292 adaptor-related protein complex 1, sigma 2 subunit ENSMUSG00000042446 67785 Zmym4 0.38160862 0.009122426 zinc finger, MYM-type 4 ENSMUSG00000078870 0.381188517 0.000186491 ENSMUSG00000051285 319263 Pcmtd1 0.381181069 0.001913946 protein-L-isoaspartate (D-aspartate) O-methyltransferase domain containing 1 ENSMUSG00000025001 15201 Hells 0.381106818 0.017498886 helicase, lymphoid specific ENSMUSG00000046532 11835 Ar 0.380595358 0.000641268 androgen receptor ENSMUSG00000022698 72117 Naa50 0.380279602 0.005169983 N(alpha)-acetyltransferase 50, NatE catalytic subunit ENSMUSG00000031870 18667 Pgr 0.38022898 0.012004419 progesterone receptor ENSMUSG00000098927 0.380143959 0.030468562 ENSMUSG00000058897 77018 Col25a1 0.3799763 0.010339821 collagen, type XXV, alpha 1 ENSMUSG00000031343 14396 Gabra3 0.379974728 0.004754638 gamma-aminobutyric acid (GABA) A receptor, subunit alpha 3 ENSMUSG00000000838 14265 Fmr1 0.379771464 0.002922923 fragile X mental retardation syndrome 1 ENSMUSG00000021127 12192 Zfp36l1 0.379667077 0.043310304 zinc finger protein 36, C3H type-like 1 ENSMUSG00000009628 104271 Tex15 0.37965156 0.028959511 testis expressed gene 15 ENSMUSG00000059921 22253 Unc5c 0.379090986 4.55E−05 unc-5 netrin receptor C ENSMUSG00000004360 212448 9330159F19Rik 0.379079133 0.002356321 RIKEN cDNA 9330159F19 gene ENSMUSG00000036371 66870 Serbp1 0.378949379 0.011144735 serpine1 mRNA binding protein 1 ENSMUSG00000033849 26878 B3galt2 0.378725929 0.000382537 UDP-Gal:betaGlcNAc beta 1,3- galactosyltransferase, polypeptide 2 ENSMUSG00000036916 208968 Zfp280c 0.378587254 0.003780714 zinc finger protein 280C ENSMUSG00000072763 0.378570967 0.00437341 ENSMUSG00000067780 94227 Pi15 0.378345825 0.017191724 peptidase inhibitor 15 ENSMUSG00000028646 54170 Rragc 0.377811013 0.010787801 Ras-related GTP binding C ENSMUSG00000031242 67028 2610002M06Rik 0.37757001 0.00519215 RIKEN cDNA 2610002M06 gene ENSMUSG00000027006 66861 Dnajc10 0.377273812 0.0042042 DnaJ heat shock protein family (Hsp40) member C10 ENSMUSG00000073062 668166 Zxdb 0.376754582 0.015865452 zinc finger, X-linked, duplicated B ENSMUSG00000078624 259104 Olfr613 0.376695862 0.048312414 olfactory receptor 613 ENSMUSG00000022311 239420 Csmd3 0.376548619 0.000547117 CUB and Sushi multiple domains 3 ENSMUSG00000020120 56193 Plek 0.376150635 0.006032204 pleckstrin ENSMUSG00000020594 80913 Pum2 0.375340011 0.00240031 pumilio RNA-binding family member 2 ENSMUSG00000020014 380654 Cfap54 0.375328265 0.039525489 cilia and flagella associated protein 54 ENSMUSG00000035293 217558 G2e3 0.375113677 0.005445438 G2/M-phase specific E3 ubiquitin ligase ENSMUSG00000020130 66687 Tbc1d15 0.3750215 0.00428232 TBC1 domain family, member 15 ENSMUSG00000090110 17763 Mtcp1 0.374754408 0.034106521 mature T cell proliferation 1 ENSMUSG00000022119 74213 Rbm26 0.37471698 0.000387043 RNA binding motif protein 26 ENSMUSG00000026761 26428 Orc4 0.374659035 0.002498541 origin recognition complex, subunit 4 ENSMUSG00000064370 17711 CYTB 0.374573946 0.003076373 cytochrome b ENSMUSG00000037270 229227 4932438A13Rik 0.374521674 0.004274052 RIKEN cDNA 4932438A13 gene ENSMUSG00000030779 19647 Rbbp6 0.37406757 0.000244505 retinoblastoma binding protein 6 ENSMUSG00000048108 319776 Tmem72 0.373726234 0.027009464 transmembrane protein 72 ENSMUSG00000069755 0.373277173 0.017297968 ENSMUSG00000020037 71137 Rfx4 0.373227632 0.016005104 regulatory factor X, 4 (influences HLA class II expression) ENSMUSG00000027981 67225 Rnpc3 0.373126818 0.002571517 RNA-binding region (RNP1, RRM) containing 3 ENSMUSG00000025666 192216 Tmem47 0.372501029 0.019322459 transmembrane protein 47 ENSMUSG00000044288 12801 Cnr1 0.372470147 0.001181038 cannabinoid receptor 1 (brain) ENSMUSG00000056342 17847 Usp34 0.372230225 0.006822305 ubiquitin specific peptidase 34 ENSMUSG00000021377 110052 Dek 0.372101928 0.008955901 DEK oncogene (DNA binding) ENSMUSG00000024172 240119 St6gal2 0.37192624 0.018894423 beta galactoside alpha 2,6 sialyltransferase 2 ENSMUSG00000055737 14600 Ghr 0.371237452 0.006515271 growth hormone receptor ENSMUSG00000015568 16956 Lpl 0.370897609 0.012384943 lipoprotein lipase ENSMUSG00000050069 23893 Grem2 0.370702049 0.022571151 gremlin 2, DAN family BMP antagonist ENSMUSG00000044461 219134 Shisa2 0.370064634 0.030907801 shisa family member 2 ENSMUSG00000052783 14772 Grk4 0.369704855 0.042416852 G protein-coupled receptor kinase 4 ENSMUSG00000056579 544752 Tug1 0.369544561 0.007699151 taurine upregulated gene 1 ENSMUSG00000034098 213262 Fstl5 0.369501762 0.009986585 follistatin-like 5 ENSMUSG00000030760 66190 Acer3 0.36926167 0.040439707 alkaline ceramidase 3 ENSMUSG00000037674 319758 Rfx7 0.369087276 0.000228196 regulatory factor X, 7 ENSMUSG00000051515 58238 Fam181b 0.369059706 0.013823958 family with sequence similarity 181, member B ENSMUSG00000017291 216965 Taok1 0.368973629 0.004779417 TAO kinase 1 ENSMUSG00000032384 214897 Csnk1g1 0.368887534 0.001624593 casein kinase 1, gamma 1 ENSMUSG00000028134 56195 Ptbp2 0.368721932 0.004139301 polypyrimidine tract binding protein 2 ENSMUSG00000090061 319807 Nwd2 0.36834537 0.023616654 NACHT and WD repeat domain containing 2 ENSMUSG00000021548 66671 Ccnh 0.368304699 0.001824594 cyclin H ENSMUSG00000075470 380959 Alg10b 0.368268958 0.006039119 asparagine-linked glycosylation 10B (alpha-1,2-glucosyltransferase) ENSMUSG00000034349 70099 Smc4 0.36799407 0.003234256 structural maintenance of chromosomes 4 ENSMUSG00000027160 68201 Ccdc34 0.367666871 0.004315106 coiled-coil domain containing 34 ENSMUSG00000074994 99003 Qser1 0.367350635 0.000291652 glutamine and serine rich 1 ENSMUSG00000055228 71508 Zfp935 0.367252084 0.018183863 zinc finger protein 935 ENSMUSG00000039910 17684 Cited2 0.367141159 0.009349993 Cbp/p300-interacting transactivator, with Glu/Asp-rich carboxy-terminal domain, 2 ENSMUSG00000071424 14804 Grid2 0.366999805 0.01277139 glutamate receptor, ionotropic, delta 2 ENSMUSG00000045780 258189 Olfr624 0.36679386 0.042565195 olfactory receptor 624 ENSMUSG00000029833 21848 Trim24 0.366745088 0.00289335 tripartite motif-containing 24 ENSMUSG00000044501 224598 Zfp758 0.366522494 0.017200534 zinc finger protein 758 ENSMUSG00000062184 50786 Hs6st2 0.366441043 0.035883779 heparan sulfate 6-O- sulfotransferase 2 ENSMUSG00000096014 20664 Sox1 0.366358402 0.021606747 SRY (sex determining region Y)- box 1 ENSMUSG00000032525 18087 Nktr 0.366238288 5.12E−05 natural killer tumor recognition sequence ENSMUSG00000073678 241062 Pgap1 0.365875245 0.009303766 post-GPI attachment to proteins 1 ENSMUSG00000003929 224694 Zfp81 0.365793854 0.005496172 zinc finger protein 81 ENSMUSG00000021730 15165 Hcn1 0.365746076 0.001763689 hyperpolarization-activated, cyclic nucleotide-gated K+ 1 ENSMUSG00000027349 68215 Fam98b 0.36545434 0.005859215 family with sequence similarity 98, member B ENSMUSG00000080709 0.365090151 0.049067771 ENSMUSG00000036202 51869 Rif1 0.365073912 0.008955901 replication timing regulatory factor 1 ENSMUSG00000097769 100503380 Snhg4 0.36504966 0.013316028 small nucleolar RNA host gene 4 ENSMUSG00000074345 244882 Tnfaip8l3 0.364984664 0.002296608 tumor necrosis factor, alpha- induced protein 8-like 3 ENSMUSG00000051451 233490 Crebzf 0.364765871 0.013315984 CREB/ATF bZIP transcription factor ENSMUSG00000067942 224585 Zfp160 0.36462944 0.003471635 zinc finger protein 160 ENSMUSG00000039046 98910 Usp6nl 0.364336614 0.024781175 USP6 N-terminal like ENSMUSG00000002617 22700 Zfp40 0.364256516 0.003544118 zinc finger protein 40 ENSMUSG00000036197 223827 Gxylt1 0.364188492 0.002564879 glucoside xylosyltransferase 1 ENSMUSG00000030209 14812 Grin2b 0.364119944 0.003036844 glutamate receptor, ionotropic, NMDA2B (epsilon 2) ENSMUSG00000058748 233987 Zfp958 0.363331874 0.039135095 zinc finger protein 958 ENSMUSG00000087620 100043213 5330434G04Rik 0.363109372 0.005831496 RIKEN cDNA 5330434G04 gene ENSMUSG00000025094 214084 Slc18a2 0.363019737 0.026161559 solute carrier family 18 (vesicular monoamine), member 2 ENSMUSG00000034021 100710 Pds5b 0.362994583 0.00458175 PDS5 cohesin associated factor B ENSMUSG00000034780 26877 B3galt1 0.362891049 0.004494339 UDP-Gal:betaGlcNAc beta 1,3- galactosyltransferase, polypeptide 1 ENSMUSG00000016984 68145 Etaa1 0.362850771 0.008718986 Ewing tumor-associated antigen 1 ENSMUSG00000031938 70984 4931406C07Rik 0.362704353 0.023342687 RIKEN cDNA 4931406C07 gene ENSMUSG00000060314 407812 Zfp941 0.362587762 0.000652509 zinc finger protein 941 ENSMUSG00000046230 271564 Vps13a 0.362347328 0.004702628 vacuolar protein sorting 13A ENSMUSG00000071862 107065 Lrrtm2 0.36232506 0.007948733 leucine rich repeat transmembrane neuronal 2 ENSMUSG00000097461 0.362030176 0.039025991 ENSMUSG00000034163 216345 Zfc3h1 0.361954837 0.01403019 zinc finger, C3H1-type containing ENSMUSG00000028229 66302 Rmdn1 0.36172956 0.002590947 regulator of microtubule dynamics 1 ENSMUSG00000028222 12307 Calb1 0.361592724 0.016129379 calbindin 1 ENSMUSG00000032417 69519 Rwdd2a 0.361405251 0.002391979 RWD domain containing 2A ENSMUSG00000058624 14544 Gda 0.361356469 0.000893237 guanine deaminase ENSMUSG00000044465 74349 Fam160a2 0.360997026 0.00011403 family with sequence similarity 160, member A2 ENSMUSG00000063887 192167 Nlgn1 0.360866288 0.007447036 neuroligin 1 ENSMUSG00000044350 210808 Lacc1 0.360639443 0.03033682 laccase (multicopper oxidoreductase) domain containing 1 ENSMUSG00000030075 18488 Cntn3 0.360615926 0.01338217 contactin 3 ENSMUSG00000030265 16653 Kras 0.360431445 0.000738982 Kirsten rat sarcoma viral oncogene homolog ENSMUSG00000070733 72313 Fryl 0.35959363 0.01759523 FRY like transcription coactivator ENSMUSG00000025979 19070 Mob4 0.359204078 0.018647984 MOB family member 4, phocein ENSMUSG00000025321 320910 Itgb8 0.358670566 0.017048863 integrin beta 8 ENSMUSG00000043668 244579 Tox3 0.358090534 0.043469419 TOX high mobility group box family member 3 ENSMUSG00000027829 56706 Ccnl1 0.357951592 0.007776971 cyclin L1 ENSMUSG00000052364 102941 B630019K06Rik 0.357886868 0.008378227 novel protein similar to F-box and leucine-rich repeat protein 17 (Fbxl17) ENSMUSG00000062561 0.357799014 0.03193194 ENSMUSG00000029878 386753 Dbpht2 0.357357106 0.040794538 DNA binding protein with his-thr domain ENSMUSG00000097340 0.357185215 0.011318474 ENSMUSG00000063253 56367 Scoc 0.357071202 0.012004419 short coiled-coil protein ENSMUSG00000051671 67892 Coa6 0.3559681 0.039488098 cytochrome c oxidase assembly factor 6 ENSMUSG00000005371 225055 Fbxo11 0.355796763 0.002911871 F-box protein 11 ENSMUSG00000022052 71978 Ppp2r2a 0.355652143 2.53E−06 protein phosphatase 2, regulatory subunit B, alpha ENSMUSG00000093752 13480 Dpm1 0.355455608 0.000260636 dolichol-phosphate (beta-D) mannosyltransferase 1 ENSMUSG00000022247 67832 Brix1 0.35537098 0.034486323 BRX1, biogenesis of ribosomes ENSMUSG00000055373 14348 Fut9 0.355217926 0.019153869 fucosyltransferase 9 ENSMUSG00000034732 93728 Pabpc5 0.354897946 0.038423662 poly(A) binding protein, cytoplasmic 5 ENSMUSG00000074785 54712 Plxnc1 0.354738533 0.000640548 plexin C1 ENSMUSG00000032328 69981 Tmem30a 0.354521039 0.01088127 transmembrane protein 30A ENSMUSG00000035597 328110 Prpf39 0.354166887 0.001525992 pre-mRNA processing factor 39 ENSMUSG00000047227 217648 Gm527 0.354157553 0.046147529 predicted gene 527 ENSMUSG00000038816 54366 Ctnnal1 0.354050634 0.02223065 catenin (cadherin associated protein), alpha-like 1 ENSMUSG00000037610 72413 Kcnmb2 0.35403465 0.041279551 potassium large conductance calcium-activated channel, subfamily M, beta member 2 ENSMUSG00000042851 78751 Zc3h6 0.353778489 0.01012773 zinc finger CCCH type containing 6 ENSMUSG00000055480 238690 Zfp458 0.353503474 0.006916914 zinc finger protein 458 ENSMUSG00000035840 80289 Lysmd3 0.353413084 0.012384943 LysM, putative peptidoglycan- binding, domain containing 3 ENSMUSG00000043881 211255 Kbtbd7 0.353396253 0.010352088 kelch repeat and BTB (POZ) domain containing 7 ENSMUSG00000038024 329877 Dennd4c 0.353050281 0.024699207 DENN/MADD domain containing 4C ENSMUSG00000031592 18536 Pcm1 0.353017811 0.016463732 pericentriolar material 1 ENSMUSG00000052372 331461 Il1rapl1 0.352810717 0.0048687 interleukin 1 receptor accessory protein-like 1 ENSMUSG00000032423 56403 Syncrip 0.352657668 0.006391429 synaptotagmin binding, cytoplasmic RNA interacting protein ENSMUSG00000038147 12523 Cd84 0.352609922 0.020167127 CD84 antigen ENSMUSG00000030031 243574 Kbtbd8 0.352595716 0.022899126 kelch repeat and BTB (POZ) domain containing 8 ENSMUSG00000041688 27494 Amot 0.352268072 0.001610457 angiomotin ENSMUSG00000020362 104625 Cnot6 0.352120871 0.003988806 CCR4-NOT transcription complex, subunit 6 ENSMUSG00000030386 67370 Zfp606 0.351748777 0.016444908 zinc finger protein 606 ENSMUSG00000036282 70646 Naa30 0.35164749 0.009338173 N(alpha)-acetyltransferase 30, NatC catalytic subunit ENSMUSG00000036095 217480 Dgkb 0.351215939 0.006434883 diacylglycerol kinase, beta ENSMUSG00000040918 116914 Slc19a2 0.351015207 0.022502596 solute carrier family 19 (thiamine transporter), member 2 ENSMUSG00000075700 69227 Selt 0.350969733 0.008152517 selenoprotein T ENSMUSG00000078887 626832 Gm6710 0.350967422 0.029270978 predicted gene 6710 ENSMUSG00000075318 110876 Scn2a 0.350845006 0.000773339 sodium channel, voltage-gated, type II, alpha ENSMUSG00000064351 17708 COX1 0.350773717 0.006443265 cytochrome c oxidase subunitl ENSMUSG00000085241 399101 Snhg3 0.350182581 0.048672076 small nucleolar RNA host gene 3 ENSMUSG00000030759 67420 Fad 0.349728914 0.000167537 fatty acyl CoA reductase 1 ENSMUSG00000026753 67857 Ppp6c 0.349656767 0.00289335 protein phosphatase 6, catalytic subunit ENSMUSG00000078307 330941 Al593442 0.34944689 0.035833724 expressed sequence Al593442 ENSMUSG00000015222 17756 Map2 0.349196723 0.004738391 microtubule-associated protein 2 ENSMUSG00000050321 246317 Neto1 0.34919392 0.000315513 neuropilin (NRP) and tolloid (TLL)- like 1 ENSMUSG00000051098 72852 Mblac2 0.348913181 0.009115655 metallo-beta-lactamase domain containing 2 ENSMUSG00000033306 210126 Lpp 0.348873239 0.012953688 LIM domain containing preferred translocation partner in lipoma ENSMUSG00000036990 73945 Otud4 0.348649597 0.002890609 OTU domain containing 4 ENSMUSG00000001300 13642 Efnb2 0.348258447 0.022746493 ephrin B2 ENSMUSG00000049252 94217 Lrp1b 0.34805745 0.016696572 low density lipoprotein-related protein 1B (deleted in tumors) ENSMUSG00000052479 234624 A330008L17Rik 0.347944722 0.028890287 RIKEN cDNA A330008L17 gene ENSMUSG00000036676 237500 Tmtc3 0.347654776 0.004836381 transmembrane and tetratricopeptide repeat containing 3 ENSMUSG00000008333 20639 Snrpb2 0.347507723 0.005438399 U2 small nuclear ribonucleoprotein B ENSMUSG00000091754 100041151 Gm3636 0.347484421 0.031366726 predicted gene 3636 ENSMUSG00000003746 17155 Man1a 0.347303869 0.025322192 mannosidase 1, alpha ENSMUSG00000027479 13589 Mapre1 0.347118137 0.00889147 microtubule-associated protein, RP/EB family, member 1 ENSMUSG00000069662 17118 Marcks 0.347051724 0.018647984 myristoylated alanine rich protein kinase C substrate ENSMUSG00000024383 26405 Map3k2 0.347009436 0.003036844 mitogen-activated protein kinase kinase kinase 2 ENSMUSG00000009207 69605 Lnpk1 0.34674816 0.007839005 ER junction formation factor 1 ENSMUSG00000061778 76763 Mospd2 0.346589206 0.003274596 motile sperm domain containing 2 ENSMUSG00000047139 12484 Cd24a 0.34636138 0.02855274 CD24a antigen ENSMUSG00000022533 224088 Atp13a3 0.346195402 0.00437341 ATPase type 13A3 ENSMUSG00000051037 218311 Zfp455 0.346109893 0.016376632 zinc finger protein 455 ENSMUSG00000027176 228410 Cst13 0.346035967 0.005490488 cleavage stimulation factor, 3′ pre- RNA, subunit 3 ENSMUSG00000049969 71801 Plekhf2 0.345856447 0.016245091 pleckstrin homology domain containing, family F (with FYVE domain) member 2 ENSMUSG00000036699 72693 Zcchc12 0.345689591 0.012839798 zinc finger, CCHC domain containing 12 ENSMUSG00000048281 239133 Dleu7 0.345305546 0.035467359 deleted in lymphocytic leukemia, 7 ENSMUSG00000041483 226442 Zfp281 0.345267912 0.018786628 zinc finger protein 281 ENSMUSG00000024614 67988 Tmx3 0.344659551 0.006970524 thioredoxin-related transmembrane protein 3 ENSMUSG00000025997 22779 Ikzf2 0.344435357 0.001982089 IKAROS family zinc finger 2 ENSMUSG00000021707 13361 Dhfr 0.344374151 0.047565032 dihydrofolate reductase ENSMUSG00000032076 54725 Cadm1 0.344327349 0.000339608 cell adhesion molecule 1 ENSMUSG00000097709 73270 1700024F13Rik 0.344204743 0.037516279 RIKEN cDNA 1700024F13 gene ENSMUSG00000022016 219181 Akap11 0.344045473 0.004757367 A kinase (PRKA) anchor protein 11 ENSMUSG00000026234 17975 Ncl 0.343762612 0.004950678 nucleolin ENSMUSG00000034329 237911 Brip1 0.343492627 0.031060625 BRCA1 interacting protein C- terminal helicase 1 ENSMUSG00000027677 67120 Ttc14 0.343298392 0.003321575 tetratricopeptide repeat domain 14 ENSMUSG00000035566 219228 Pcdh17 0.343152578 0.006515271 protocadherin 17 ENSMUSG00000039096 237926 Rsad1 0.342882086 0.009303766 radical S-adenosyl methionine domain containing 1 ENSMUSG00000047414 399558 Flrt2 0.342836697 0.016245091 fibronectin leucine rich transmembrane protein 2 ENSMUSG00000020650 12033 Bcap29 0.342701703 0.00545052 B cell receptor associated protein 29 ENSMUSG00000035530 20918 Eif1 0.342369899 0.005001218 eukaryotic translation initiation factor 1 ENSMUSG00000029270 67266 Fam69a 0.342314791 0.0059963 family with sequence similarity 69, member A ENSMUSG00000034317 66949 Trim59 0.342254754 0.041938586 tripartite motif-containing 59 ENSMUSG00000028518 108079 Prkaa2 0.342252202 0.010238271 protein kinase, AMP-activated, alpha 2 catalytic subunit ENSMUSG00000032184 70082 Lysmd2 0.342192623 0.019501117 LysM, putative peptidoglycan- binding, domain containing 2 ENSMUSG00000045962 232341 Wnk1 0.342145453 0.001402636 WNK lysine deficient protein kinase 1 ENSMUSG00000040855 194590 Reps2 0.341717018 0.006920453 RALBP1 associated Eps domain containing protein 2 ENSMUSG00000035509 213311 Fbxl21 0.341480989 0.028243863 F-box and leucine-rich repeat protein 21 ENSMUSG00000045817 12193 Zfp36l2 0.341237843 0.042241705 zinc finger protein 36, C3H type-like 2 ENSMUSG00000032217 93836 Rnf111 0.341137358 0.014987601 ring finger 111 ENSMUSG00000061601 26875 Pclo 0.340793558 0.003104002 piccolo (presynaptic cytomatrix protein) ENSMUSG00000060924 94109 Csmd1 0.34055445 0.006916914 CUB and Sushi multiple domains 1 ENSMUSG00000064339 0.340511798 0.011144735 ENSMUSG00000051242 93880 Pcdhb9 0.340472268 0.033143243 protocadherin beta 9 ENSMUSG00000010592 13164 Dazl 0.340153349 0.049589475 deleted in azoospermia-like ENSMUSG00000069135 75296 Fgfr1op 0.340124382 0.002908389 Fgfr1 oncogene partner ENSMUSG00000021643 20365 Serf1 0.339749297 0.019955804 small EDRK-rich factor 1 ENSMUSG00000026065 110895 Slc9a4 0.339702822 0.028313696 solute carrier family 9 (sodium/hydrogen exchanger), member 4 ENSMUSG00000038535 235469 Zfp280d 0.339622741 0.00574018 zinc finger protein 280D ENSMUSG00000092035 170676 Peg10 0.33954033 0.0170158 paternally expressed 10 ENSMUSG00000062866 215789 Phactr2 0.338963657 0.035442904 phosphatase and actin regulator 2 ENSMUSG00000026103 14660 Gls 0.33837621 0.003780714 glutaminase ENSMUSG00000048379 67296 Socs4 0.338295619 0.00403525 suppressor of cytokine signaling 4 ENSMUSG00000022820 68194 Ndufb4 0.338072654 0.019099734 NADH dehydrogenase (ubiquinone) 1 beta subcomplex 4 ENSMUSG00000036093 75423 Arl5a 0.338057705 0.007089549 ADP-ribosylation factor-like 5A ENSMUSG00000035649 319885 Zcchc7 0.338000815 0.029432921 zinc finger, CCHC domain containing 7 ENSMUSG00000053347 74670 Zfp943 0.337965503 0.015447668 zinc finger prtoein 943 ENSMUSG00000031197 22327 Vbp1 0.337687588 0.013513918 von Hippel-Lindau binding protein 1 ENSMUSG00000014905 27362 Dnajb9 0.337597802 0.021635982 DnaJ heat shock protein family (Hsp40) member B9 ENSMUSG00000068966 241311 Zbtb34 0.337531978 0.033117638 zinc finger and BTB domain containing 34 ENSMUSG00000021766 218756 Slc4a7 0.337315404 0.006295462 solute carrier family 4, sodium bicarbonate cotransporter, member 7 ENSMUSG00000020385 12750 Clk4 0.337231044 0.003153519 CDC like kinase 4 ENSMUSG00000038702 319901 Dsel 0.337110443 0.020381783 dermatan sulfate epimerase-like ENSMUSG00000032336 20320 Nptn 0.33704447 0.024411777 neuroplastin ENSMUSG00000094483 19291 Purb 0.336823953 0.021334464 purine rich element binding protein B ENSMUSG00000028497 66775 Hacd4 0.336590746 0.029406848 3-hydroxyacyl-CoA dehydratase 4 ENSMUSG00000015342 22439 Xk 0.3363117 0.026800447 X-linked Kx blood group ENSMUSG00000037475 331401 Thoc2 0.335832998 0.010347103 THO complex 2 ENSMUSG00000009418 215690 Nev1 0.335744678 0.001576542 neuron navigator 1 ENSMUSG00000046785 77781 Epm2aip1 0.335646969 0.006066796 EPM2A (laforin) interacting protein 1 ENSMUSG00000026768 241226 Itga8 0.335408014 0.029716511 integrin alpha 8 ENSMUSG00000064061 224170 Dzip3 0.334482904 0.003210676 DAZ interacting protein 3, zinc finger ENSMUSG00000014592 100072 Camta1 0.334475115 0.002080874 calmodulin binding transcription activator 1 ENSMUSG00000046449 245555 C77370 0.334329047 0.009250917 expressed sequence C77370 ENSMUSG00000046351 218100 Zfp322a 0.333883448 0.006569439 zinc finger protein 322A ENSMUSG00000049624 235504 Slc17a5 0.333668807 0.005641342 solute carrier family 17 (anion/sugar transporter), member 5 ENSMUSG00000024759 109168 Atl3 0.333495067 0.005290988 atlastin GTPase 3 ENSMUSG00000079065 100042165 BC005561 0.33342163 0.013871936 cDNA sequence BC005561 ENSMUSG00000031337 17772 Mtm1 0.333367532 0.009962344 X-linked myotubular myopathy gene 1 ENSMUSG00000027823 229363 Gmps 0.33332613 0.010238271 guanine monophosphate synthetase ENSMUSG00000036894 74012 Rap2b 0.333265355 0.015854098 RAP2B, member of RAS oncogene family ENSMUSG00000025558 105445 Dock9 0.333219905 0.010015218 dedicator of cytokinesis 9 ENSMUSG00000028341 18124 Nr4a3 0.332833744 0.010084472 nuclear receptor subfamily 4, group A, member 3 ENSMUSG00000040896 56543 Kcnd3 0.332561294 0.000925589 potassium voltage-gated channel, Shal-related family, member 3 ENSMUSG00000075376 319817 Rc3h2 0.332353927 0.00498096 ring finger and CCCH-type zinc finger domains 2 ENSMUSG00000036641 227933 Ccdc148 0.332180888 0.001070978 coiled-coil domain containing 148 ENSMUSG00000024072 67864 Yipf4 0.332152827 0.023789087 Yip1 domain family, member 4 ENSMUSG00000045210 70675 Vcpip1 0.332152688 0.006528024 valosin containing protein (p97)/p47 complex interacting protein 1 ENSMUSG00000073687 14590 Ggh 0.33199136 0.02836652 gamma-glutamyl hydrolase ENSMUSG00000022679 93734 Mpv17l 0.331557348 0.014385882 Mpv17 transgene, kidney disease mutant-like ENSMUSG00000020300 67579 Cpeb4 0.331471448 0.009884379 cytoplasmic polyadenylation element binding protein 4 ENSMUSG00000050229 67556 Pigm 0.331295146 0.005290988 phosphatidylinositol glycan anchor biosynthesis, class M ENSMUSG00000039270 230316 Megf9 0.330607466 0.009746584 multiple EGF-like-domains 9 ENSMUSG00000020361 15525 Hspa4 0.330597291 0.009783693 heat shock protein 4 ENSMUSG00000024378 170459 Stard4 0.330042721 0.022262271 StAR-related lipid transfer (START) domain containing 4 ENSMUSG00000074863 0.329806754 0.006693208 ENSMUSG00000041912 72634 Tdrkh 0.329399453 0.005121961 tudor and KH domain containing protein ENSMUSG00000013663 19211 Pten 0.329321627 0.007957811 phosphatase and tensin homolog ENSMUSG00000023068 52014 Nus1 0.329278355 0.006685782 NUS1 dehydrodolichyl diphosphate synthase subunit ENSMUSG00000068457 22290 Uty 0.329071775 0.00969777 ubiquitously transcribed tetratricopeptide repeat gene, Y chromosome ENSMUSG00000022674 70620 Ube2v2 0.328949174 0.023538008 ubiquitin-conjugating enzyme E2 variant 2 ENSMUSG00000062604 20817 Srpk2 0.328829417 0.010998106 serine/arginine-rich protein specific kinase 2 ENSMUSG00000073639 19330 Rab18 0.328767306 0.013821259 RAB18, member RAS oncogene family ENSMUSG00000048978 22360 Nrsn1 0.328698324 0.009129658 neurensin 1 ENSMUSG00000079083 77532 Jrkl 0.328563486 0.019622786 Jrk-like ENSMUSG00000066415 77853 Msl2 0.328346192 0.009601656 male-specific lethal 2 homolog (Drosophila) ENSMUSG00000066829 235050 Zfp810 0.328341506 0.011345897 zinc finger protein 810 ENSMUSG00000045875 11549 Adra1a 0.328169591 0.021527806 adrenergic receptor, alpha 1a ENSMUSG00000012429 66308 Mplkip 0.328059574 0.030998737 M-phase specific PLK1 intereacting protein ENSMUSG00000028312 14211 Smc2 0.328023634 0.013823958 structural maintenance of chromosomes 2 ENSMUSG00000021519 66410 Mterf3 0.327993592 0.003845974 mitochondrial transcription termination factor 3 ENSMUSG00000024228 67993 Nudt12 0.327985463 0.045505582 nudix (nucleoside diphosphate linked moiety X)-type motif 12 ENSMUSG00000036902 74513 Neto2 0.327834418 0.038664268 neuropilin (NRP) and tolloid (TLL)- like 2 ENSMUSG00000036469 72925 1-Mar 0.327834269 0.000412819 membrane-associated ring finger (C3HC4) 1 ENSMUSG00000025531 12662 Chm 0.327620242 0.008685332 choroidermia (RAB escort protein 1) ENSMUSG00000026878 68365 Rab14 0.327482413 0.001768632 RAB14, member RAS oncogene family ENSMUSG00000041014 18183 Nrg3 0.327450171 0.000114355 neuregulin 3 ENSMUSG00000068748 19283 Ptprz1 0.327102816 0.00545052 protein tyrosine phosphatase, receptor type Z, polypeptide 1 ENSMUSG00000050088 67912 1600012H06Rik 0.326857186 0.006074222 RIKEN cDNA 1600012H06 gene ENSMUSG00000095139 18992 Pou3f2 0.326484418 0.02223065 POU domain, class 3, transcription factor 2 ENSMUSG00000043313 93890 Pcdhb19 0.326109022 0.032965829 protocadherin beta 19 ENSMUSG00000022672 19090 Prkdc 0.325917719 0.000186491 protein kinase, DNA activated, catalytic polypeptide ENSMUSG00000021318 14634 Gli3 0.325743933 0.011462086 GLI-Kruppel family member GLI3 ENSMUSG00000049336 23964 Tenm2 0.325658739 0.037555358 teneurin transmembrane protein 2 ENSMUSG00000053774 224111 Ubxn7 0.325381949 0.004049099 UBX domain protein 7 ENSMUSG00000035762 72745 Tmem161b 0.325109689 0.011144735 transmembrane protein 161B ENSMUSG00000044308 68795 Ubr3 0.324596175 0.000508895 ubiquitin protein ligase E3 component n-recognin 3 ENSMUSG00000064337 0.32441133 0.005890487 ENSMUSG00000028522 71148 Mier1 0.3243185 0.000215182 MEIR1 treanscription regulator ENSMUSG00000001441 19155 Npepps 0.323888147 0.00560995 aminopeptidase puromycin sensitive ENSMUSG00000020561 28071 Twistnb 0.323862364 0.01627831 twist basic helix-loop-helix transcription factor 1 neighbor ENSMUSG00000043424 100042807 Eif3j2 0.323666404 0.035521529 eukaryotic translation initiation factor 3, subunit J2 ENSMUSG00000024287 225160 Thoc1 0.323001489 0.007370161 THO complex 1 ENSMUSG00000041440 235533 Gk5 0.322562689 0.040977061 glycerol kinase 5 (putative) ENSMUSG00000021732 14165 Fgf10 0.322497653 0.023121738 fibroblast growth factor 10 ENSMUSG00000040229 23890 Gpr34 0.322285251 0.044174795 G protein-coupled receptor 34 ENSMUSG00000046994 212679 Mars2 0.322267013 0.005946305 methionine-tRNA synthetase 2 (mitochondrial) ENSMUSG00000074415 73144 3110039I08Rik 0.322250585 0.001961898 RIKEN cDNA 3110039I08 gene ENSMUSG00000058704 76890 Memo1 0.322208595 0.006855182 mediator of cell motility 1 ENSMUSG00000026158 70155 Ogfrll 0.322165992 0.023209714 opioid growth factor receptor-like 1 ENSMUSG00000022797 22042 Tfrc 0.322071995 0.025061285 transferrin receptor ENSMUSG00000024498 56070 Tcerg1 0.322025512 0.006546749 transcription elongation regulator 1 (CA150) ENSMUSG00000010608 67039 Rbm25 0.32193496 0.00261075 RNA binding motif protein 25 ENSMUSG00000060771 211484 Tsga10 0.321696523 0.002102796 testis specific 10 ENSMUSG00000027207 69976 Galk2 0.321678558 0.023285008 galactokinase 2 ENSMUSG00000066324 242291 Impad1 0.320941807 0.013017268 inositol monophosphatase domain containing 1 ENSMUSG00000005871 11789 Apc 0.320719283 0.001467472 adenomatosis polyposis coli ENSMUSG00000017485 21974 Top2b 0.3207117 0.012036816 topoisomerase (DNA) II beta ENSMUSG00000029832 18025 Nfe2l3 0.320508898 0.027260292 nuclear factor, erythroid derived 2, like 3 ENSMUSG00000058446 387524 Znrf2 0.320442769 0.007609083 zinc and ring finger 2 ENSMUSG00000029798 67138 Herc6 0.319775296 0.023564678 hect domain and RLD 6 ENSMUSG00000025921 98711 Rdh10 0.319642705 0.011706934 retinol dehydrogenase 10 (all-trans) ENSMUSG00000049164 72672 Zfp518a 0.319614701 0.027543196 zinc finger protein 518A ENSMUSG00000025262 207375 Fam120c 0.319190661 0.000893237 family with sequence similarity 120, member C ENSMUSG00000069729 239985 Arid1b 0.31902197 0.001405029 AT rich interactive domain 1B (SWI- like) ENSMUSG00000012422 66074 Tmem167 0.318936596 0.013557723 transmembrane protein 167 ENSMUSG00000032449 192287 Slc25a36 0.318644218 0.000456337 solute carrier family 25, member 36 ENSMUSG00000004364 26554 Cul3 0.318472043 0.004198828 cullin 3 ENSMUSG00000036790 245450 Slitrk2 0.318407063 0.008027523 SLIT and NTRK-like family, member 2 ENSMUSG00000037266 27981 Rsrp1 0.318399165 0.006166166 arginine/serine rich protein 1 ENSMUSG00000046567 68281 4930430F08Rik 0.318199958 0.031060625 RIKEN cDNA 4930430F08 gene ENSMUSG00000031438 66889 Rnf128 0.317836036 0.029222521 ring finger protein 128 ENSMUSG00000049755 319475 Zfp672 0.317364007 0.002783667 zinc finger protein 672 ENSMUSG00000057715 320492 A830018L16Rik 0.317174971 0.002911871 RIKEN cDNA A830018L16 gene ENSMUSG00000048109 229700 Rbm15 0.316688286 0.013459926 RNA binding motif protein 15 ENSMUSG00000022634 67057 Yaf2 0.316585784 0.015013285 YY1 associated factor 2 ENSMUSG00000021557 67269 Agtpbp1 0.316569905 0.012384943 ATP/GTP binding protein 1 ENSMUSG00000060002 212862 Chpt1 0.315877099 0.017150711 choline phosphotransferase 1 ENSMUSG00000024241 20662 Sos1 0.31570519 0.00437341 son of sevenless homolog 1 (Drosophila) ENSMUSG00000019831 83767 Wasf1 0.315509097 0.004568734 WAS protein family, member 1 ENSMUSG00000021969 75965 Zdhhc20 0.315346466 0.007714497 zinc finger, DHHC domain containing 20 ENSMUSG00000031198 67391 Fundc2 0.315274863 0.01523467 FUN14 domain containing 2 ENSMUSG00000020189 237542 Osbp18 0.315098889 0.010883507 oxysterol binding protein-like 8 ENSMUSG00000029669 269831 Tspan12 0.31462945 0.018695515 tetraspanin 12 ENSMUSG00000031202 67790 Rab39b 0.31445934 0.015531205 RAB39B, member RAS oncogene family ENSMUSG00000031010 22284 Usp9x 0.31438384 0.013036571 ubiquitin specific peptidase 9, X chromosome ENSMUSG00000040128 108767 Pnrc1 0.314314591 0.017091709 proline-rich nuclear receptor coactivator 1 ENSMUSG00000038879 223473 Nipal2 0.314171029 0.035442904 NIPA-like domain containing 2 ENSMUSG00000028556 67299 Dock7 0.313689124 0.006668084 dedicator of cytokinesis 7 ENSMUSG00000019984 70208 Med23 0.313430135 0.007040197 mediator complex subunit 23 ENSMUSG00000074876 0.313337379 0.048312414 ENSMUSG00000032985 0.313163982 0.04928913 ENSMUSG00000017550 237877 Atad5 0.312959105 0.017282572 ATPase family, AAA domain containing 5 ENSMUSG00000087143 0.31282637 0.018598528 ENSMUSG00000018425 67487 Dhx40 0.312814898 0.022327936 DEAH (Asp-Glu-Ala-His) box polypeptide 40 ENSMUSG00000052534 18514 Pbx1 0.312813235 0.001441714 pre B cell leukemia homeobox 1 ENSMUSG00000021072 72736 Tmx1 0.312806843 0.024672575 thioredoxin-related transmembrane protein 1 ENSMUSG00000040452 215654 Cdh12 0.312737399 0.008880825 cadherin 12 ENSMUSG00000048280 408068 Zfp738 0.312268364 0.000713891 zinc finger protein 738 ENSMUSG00000028546 15572 Elavl4 0.312162534 0.010691053 ELAV (embryonic lethal, abnormal vision, Drosophila)-like 4 (Hu antigen D) ENSMUSG00000031327 12212 Chic1 0.312118598 0.014617077 cysteine-rich hydrophobic domain 1 ENSMUSG00000038602 215085 Slc35f1 0.311830149 0.023285008 solute carrier family 35, member F1 ENSMUSG00000017778 12867 Cox7c 0.311721589 0.005466565 cytochrome c oxidase subunit VIIc ENSMUSG00000024479 105853 Mal2 0.311627549 0.022354231 mal, T cell differentiation protein 2 ENSMUSG00000021180 73086 Rps6ka5 0.311429312 0.013480009 ribosomal protein S6 kinase, polypeptide 5 ENSMUSG00000045996 17749 Polr2k 0.311428929 0.008514338 polymerase (RNA) II (DNA directed) polypeptide K ENSMUSG00000063663 382236 Brwd3 0.311208348 0.00461886 bromodomain and WD repeat domain containing 3 ENSMUSG00000078878 668030 Gm14432 0.311201048 0.024307603 predicted gene 14432 ENSMUSG00000043391 72190 2510009E07Rik 0.311191264 0.018472842 RIKEN cDNA 2510009E07 gene ENSMUSG00000000787 13205 Ddx3x 0.311185949 0.013106178 DEAD/H (Asp-Glu-Ala-Asp/His) box polypeptide 3, X-linked ENSMUSG00000039988 433667 Ankrd13c 0.310668173 0.024712971 ankyrin repeat domain 13c ENSMUSG00000022788 224014 Fgd4 0.310535352 0.001169454 FYVE, RhoGEF and PH domain containing 4 ENSMUSG00000030960 72096 Mettl10 0.310325329 0.029470151 methyltransferase like 10 ENSMUSG00000024384 73473 Iws1 0.310142048 0.00289335 IWS1 homolog (S. cerevisiae) ENSMUSG00000030560 13032 Ctsc 0.31004533 0.037306701 cathepsin C ENSMUSG00000025766 73852 D3Ertd751e 0.309980702 0.027543196 DNA segment, Chr 3, ERATO Doi 751, expressed ENSMUSG00000024712 54391 Rfk 0.309762729 0.04188267 riboflavin kinase ENSMUSG00000066613 69504 Zfp932 0.309681252 0.004198828 zinc finger protein 932 transmembrane protein 263 ENSMUSG00000057614 14677 Gnai1 0.309535822 0.01458373 guanine nucleotide binding protein (G protein), alpha inhibiting 1 ENSMUSG00000090000 66191 Ier3ip1 0.309430949 0.010238271 immediate early response 3 interacting protein 1 ENSMUSG00000021555 78689 Naa35 0.309189607 0.043556047 N(alpha)-acetyltransferase 35, NatC auxiliary subunit ENSMUSG00000078879 545490 Zfp973 0.309078116 0.02510451 zinc finger protein 973 ENSMUSG00000031174 19893 Rpgr 0.308870381 0.011702159 retinitis pigmentosa GTPase regulator ENSMUSG00000020290 103573 Xpo1 0.308802523 0.018090945 exportin 1 ENSMUSG00000026721 29809 Rabgap1l 0.308771759 0.019405549 RAB GTPase activating protein 1- like ENSMUSG00000033419 20616 Snap91 0.30871865 0.00387367 synaptosomal-associated protein 91 ENSMUSG00000053070 234912 9230110C19Rik 0.308619378 0.019153869 RIKEN cDNA 9230110C19 gene ENSMUSG00000022307 170719 Oxr1 0.308306767 0.007766073 oxidation resistance 1 ENSMUSG00000045083 242384 Lingo2 0.308128045 0.010849269 leucine rich repeat and Ig domain containing 2 ENSMUSG00000037608 72567 Bclaf1 0.308066907 0.019862373 BCL2-associated transcription factor 1 ENSMUSG00000045103 13405 Dmd 0.307912588 0.002483237 dystrophin, muscular dystrophy ENSMUSG00000068151 0.307860032 0.024126111 ENSMUSG00000027087 16410 Itgav 0.307760993 0.024027306 integrin alpha V ENSMUSG00000062209 13869 Erbb4 0.307715332 0.003274596 erb-b2 receptor tyrosine kinase 4 ENSMUSG00000025742 110639 Prps2 0.307188324 0.033143167 phosphoribosyl pyrophosphate synthetase 2 ENSMUSG00000040520 242362 Manea 0.307133404 0.018478822 mannosidase, endo-alpha ENSMUSG00000074519 626848 Zfp971 0.307008549 0.020988384 zinc finger protein 971 ENSMUSG00000025529 245595 Zfp711 0.306797939 0.022370858 zinc finger protein 711 ENSMUSG00000031284 18481 Pak3 0.306718508 0.003927483 p21 protein (Cdc42/Rac)-activated kinase 3 ENSMUSG00000059173 18573 Pde1a 0.306715967 0.001670181 phosphodiesterase 1A, calmodulin- dependent ENSMUSG00000041245 279561 Wnk3 0.306708061 0.012398837 WNK lysine deficient protein kinase 3 ENSMUSG00000040710 20452 St8sia4 0.306481278 0.043223052 ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 4 ENSMUSG00000034158 320184 Lrrc58 0.306157941 0.013403755 leucine rich repeat containing 58 ENSMUSG00000028809 51796 Srrm1 0.306001667 0.001070978 serine/arginine repetitive matrix 1 ENSMUSG00000029840 14489 Mtpn 0.305931419 0.026458143 myotrophin ENSMUSG00000026434 98415 Nucks1 0.305762597 0.017878795 nuclear casein kinase and cyclin- dependent kinase substrate 1 ENSMUSG00000069237 97863 Fam8a1 0.305683655 0.015780391 family with sequence similarity 8, member Al ENSMUSG00000021592 77041 Arsk 0.305477468 0.033939371 arylsulfatase K ENSMUSG00000029684 73178 Wasl 0.305475715 0.019107568 Wiskott-Aldrich syndrome-like (human) ENSMUSG00000063531 20349 Sema3e 0.305441475 0.020049146 sema domain, immunoglobulin domain (Ig), short basic domain, secreted, (semaphorin) 3E ENSMUSG00000040473 207686 Cfap69 0.305436523 0.042021355 cilia and flagella associated protein 69 ENSMUSG00000024293 77805 Esco1 0.30499281 0.020389259 establishment of sister chromatid cohesion N-acetyltransferase 1 ENSMUSG00000007989 14365 Fzd3 0.304310376 0.004568734 frizzled class receptor 3 ENSMUSG00000057329 12043 Bc;2 0.304268642 0.023802758 B cell leukemia/lymphoma 2 ENSMUSG00000037722 54342 Gnpnat1 0.304241771 0.007417862 glucosamine-phosphate N- acetyltransferase 1 ENSMUSG00000030465 234353 Psd3 0.304153535 0.0033123 pleckstrin and Sec7 domain containing 3 ENSMUSG00000046873 270669 Mbtps2 0.303615715 0.003321575 membrane-bound transcription factor peptidase, site 2 ENSMUSG00000005534 16337 Insr 0.303566964 0.000713189 insulin receptor ENSMUSG00000037652 241915 Phc3 0.303175476 0.00194812 polyhomeotic-like 3 (Drosophila) ENSMUSG00000026834 269275 Acvr1c 0.302983491 0.035541705 activin A receptor, type IC ENSMUSG00000022837 320299 Iqcb1 0.302895189 4.60E−05 IQ calmodulin-binding motif containing 1 ENSMUSG00000026678 19737 Rgs5 0.302871917 0.00560995 regulator of G-protein signaling 5 ENSMUSG00000034269 72895 Setd5 0.302673127 8.33E−07 SET domain containing 5 ENSMUSG00000049583 108071 Grm5 0.302472796 0.009351392 glutamate receptor, metabotropic 5 ENSMUSG00000028719 66588 Cmpk1 0.302325775 0.015764011 cytidine monophosphate (UMP- CMP) kinase 1 ENSMUSG00000026771 76857 Spopl 0.302293308 0.00987597 speckle-type POZ protein-like ENSMUSG00000003721 72999 Insig2 0.302089295 0.002391979 insulin induced gene 2 ENSMUSG00000039717 76897 Ralyl 0.30172509 0.035883734 RALY RNA binding protein-like ENSMUSG00000021929 16648 Kpna3 0.301718393 0.016368248 karyopherin (importin) alpha 3 ENSMUSG00000035161 18130 Ints6 0.301649759 0.002380912 integrator complex subunit 6 ENSMUSG00000049184 75029 Purg 0.301529127 0.015730811 purine-rich element binding protein G ENSMUSG00000051920 239405 Rspo2 0.301186062 0.048997766 R-spondin 2 ENSMUSG00000039579 242443 Grin3a 0.301100576 0.003001153 glutamate receptor ionotropic, NM DA3A ENSMUSG00000020255 28109 D10Wsu102e 0.300729555 0.029583518 DNA segment, Chr 10, Wayne State University 102, expressed ENSMUSG00000041935 106064 AW549877 0.300723256 0.019700695 expressed sequence AW549877 ENSMUSG00000027272 22222 Ubr1 0.300560013 0.005859696 ubiquitin protein ligase E3 component n-recognin 1 ENSMUSG00000042197 98403 Zfp451 0.300478257 0.009523378 zinc finger protein 451 ENSMUSG00000040760 72993 Appl1 0.300466632 0.002590947 adaptor protein, phosphotyrosine interaction, PH domain and leucine zipper containing 1 ENSMUSG00000057406 107823 Whsc1 0.300199794 0.040749845 Wolf-Hirschhorn syndrome candidate 1 (human) ENSMUSG00000074829 630836 2010315B03Rik 0.300156405 0.016109381 RIKEN cDNA 2010315B03 gene ENSMUSG00000042063 56220 Zfp386 0.29951455 0.014778334 zinc finger protein 386 (Kruppel- like) ENSMUSG00000048040 76976 Arxes2 0.299433681 0.013992158 adipocyte-related X-chromosome expressed sequence 2 ENSMUSG00000040370 67636 Lyrm5 0.299385056 0.029864835 LYR motif containing 5 ENSMUSG00000031119 14735 Gpc4 0.299263408 0.007811377 glypican 4 ENSMUSG00000062931 237411 Zfp938 0.299254476 0.032723617 zinc finger protein 938 ENSMUSG00000021510 212281 Zfp729a 0.298854075 0.028457339 zinc finger protein 729a ENSMUSG00000030022 101401 Adamts9 0.298692103 0.01812301 a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 9 ENSMUSG00000026775 27377 Yme1l1 0.29866056 0.014360023 YME1-like 1 (S. cerevisiae) ENSMUSG00000043190 218341 Rfesd 0.29837378 0.029269343 Rieske (Fe-S) domain containing ENSMUSG00000020149 19324 Rab1a 0.298322486 0.00978101 RAB1A, member RAS oncogene family ENSMUSG00000028132 99887 Tmem56 0.298250213 0.018993844 transmembrane protein 56 ENSMUSG00000068882 20823 Ssb 0.298177314 0.031025244 Sjogren syndrome antigen B ENSMUSG00000056537 19820 Rlim 0.298098514 0.005647889 ring finger protein, LIM domain interacting ENSMUSG00000050538 68127 B230217C12Rik 0.297991517 0.004293051 RIKEN cDNA B230217C12 gene ENSMUSG00000020359 72947 Phykpl 0.297908781 0.011552938 5-phosphohydroxy-L-lysine phospholyase ENSMUSG00000004317 12728 Clcn5 0.297833959 0.036713429 chloride channel, voltage-sensitive 5 ENSMUSG00000025612 12013 Bach1 0.297673972 0.04346628 BTB and CNC homology 1, basic leucine zipper transcription factor 1 ENSMUSG00000021109 15251 Hif1a 0.297578312 0.007192726 hypoxia inducible factor 1, alpha subunit ENSMUSG00000014956 19046 Ppp1cb 0.297510463 0.036233487 protein phosphatase 1, catalytic subunit, beta isoform ENSMUSG00000021111 18789 Papola 0.297437017 0.001694389 poly (A) polymerase alpha ENSMUSG00000029290 54367 Zfp326 0.297364467 0.020167127 zinc finger protein 326 ENSMUSG00000025911 76187 Adhfe1 0.297073021 0.015854098 alcohol dehydrogenase, iron containing, 1 ENSMUSG00000024491 225432 Rbm27 0.29698267 0.01170562 RNA binding motif protein 27 ENSMUSG00000040747 12508 Cd53 0.296892173 0.034288043 CD53 antigen ENSMUSG00000069601 11735 Ank3 0.296873215 0.012009915 ankyrin 3, epithelial ENSMUSG00000033543 235459 Gtf2a2 0.296773045 0.028421178 general transcription factor II A, 2 ENSMUSG00000024290 19877 Rock1 0.296657757 0.009900233 Rho-associated coiled-coil containing protein kinase 1 ENSMUSG00000021596 78771 Mctp1 0.296336096 0.007038176 multiple C2 domains, transmembrane 1 ENSMUSG00000035133 11855 Arhgap5 0.2959974 0.03971197 Rho GTPase activating protein 5 ENSMUSG00000022762 17968 Ncam2 0.295842 0.007957811 neural cell adhesion molecule 2 ENSMUSG00000050029 72065 Rap2c 0.295840635 0.018595618 RAP2C, member of RAS oncogene family ENSMUSG00000044067 73010 Gpr22 0.295560322 0.028127966 G protein-coupled receptor 22 ENSMUSG00000037720 67878 Tmem33 0.29551633 0.016770762 transmembrane protein 33 ENSMUSG00000036769 72404 Wdr44 0.295424606 0.019664441 WD repeat domain 44 ENSMUSG00000020738 170930 Sumo2 0.29530926 0.048814561 small ubiquitin-like modifier 2 ENSMUSG00000040865 227195 Ino80d 0.295253348 0.011086721 INO80 complex subunit D ENSMUSG00000072582 217057 Ptrh2 0.295027175 0.029269343 peptidyl-tRNA hydrolase 2 ENSMUSG00000043929 236904 Klhl15 0.295003347 0.005968002 kelch-like 15 ENSMUSG00000042505 71238 Sdhaf3 0.294955683 0.029846252 succinate dehydrogenase complex assembly factor 3 ENSMUSG00000074212 70604 Dnajb14 0.294918314 0.004702628 DnaJ heat shock protein family (Hsp40) member B14 ENSMUSG00000028226 17389 Mmp16 0.294917105 0.012060747 matrix metallopeptidase 16 ENSMUSG00000026384 19258 Ptpn4 0.294788977 0.047074587 protein tyrosine phosphatase, non- receptor type 4 ENSMUSG00000040321 228491 Zfp770 0.294679193 0.029288325 zinc finger protein 770 ENSMUSG00000042605 20239 Atxn2 0.294676836 0.04031328 ataxin 2 ENSMUSG00000025404 71750 R3hdm2 0.294022489 0.032464424 R3H domain containing 2 ENSMUSG00000017831 271457 Rab5a 0.293729374 0.027651551 RAB5A, member RAS oncogene family ENSMUSG00000016308 22209 Ube2a 0.293657837 0.042321638 ubiquitin-conjugating enzyme E2A ENSMUSG00000034297 327987 Med13 0.29362194 0.009601656 mediator complex subunit 13 ENSMUSG00000047879 59025 Usp14 0.293514764 0.009303766 ubiquitin specific peptidase 14 ENSMUSG00000000247 16870 Lhx2 0.293483696 0.031443847 LIM homeobox protein 2 ENSMUSG00000036792 109241 Mbd5 0.293464492 0.000623009 methyl-CpG binding domain protein 5 ENSMUSG00000062627 320713 Mysm1 0.293365597 0.002126936 myb-like, SWIRM and MPN domains 1 ENSMUSG00000044043 93885 Pcdhb14 0.29312764 0.021451395 protocadherin beta 14 ENSMUSG00000025551 14169 Fgf14 0.292858165 0.005386645 fibroblast growth factor 14 ENSMUSG00000028630 69181 Dyrk2 0.292800792 0.013052318 dual-specificity tyrosine-(Y)- phosphorylation regulated kinase 2 ENSMUSG00000024726 67383 Cammt1 0.292763648 0.028689222 carnosine N-methyltransferase 1 ENSMUSG00000090641 78251 Zfp712 0.292690236 0.047890046 zinc finger protein 712 ENSMUSG00000061244 105504 Exoc5 0.292547399 0.01709371 exocyst complex component 5 ENSMUSG00000056124 56386 B4galt6 0.292440558 0.007368041 UDP-Gal:betaGlcNAc beta 1,4- galactosyltransferase, polypeptide 6 ENSMUSG00000022261 15529 Sdc2 0.292172754 0.023522014 syndecan 2 ENSMUSG00000020063 93759 Sirt1 0.291654992 0.022746493 sirtuin 1 ENSMUSG00000003226 19386 Ranbp2 0.291557428 0.023839741 RAN binding protein 2 ENSMUSG00000019818 53599 Cd164 0.291515493 0.033504003 CD164 antigen ENSMUSG00000084849 0.291392718 0.03685414 ENSMUSG00000072437 332397 Nanos1 0.291249889 0.035710273 nanos homolog 1 (Drosophila) ENSMUSG00000069171 13865 Nr2f1 0.291229758 0.03364494 nuclear receptor subfamily 2, group F, member 1 ENSMUSG00000029403 53886 Cdkl2 0.291192326 0.00289335 cyclin-dependent kinase-like 2 (CDC2-related kinase) ENSMUSG00000038630 100041581 Zkscan16 0.291190228 0.005995981 zinc finger with KRAB and SCAN domains 16 ENSMUSG00000030660 18704 Pik3c2a 0.2909895 0.024578427 phosphatidylinositol 3-kinase, C2 domain containing, alpha polypeptide ENSMUSG00000036810 382030 Cnep1r1 0.290977199 0.031293476 CTD nuclear envelope phosphatase 1 regulatory subunit 1 ENSMUSG00000037234 320191 Hook3 0.290787536 1.65E−05 hook microtubule tethering protein 3 ENSMUSG00000044167 56458 Foxo1 0.290709469 0.014675859 forkhead box O1 ENSMUSG00000022893 11504 Adamts1 0.29050246 0.035737588 a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 1 ENSMUSG00000072872 56353 Rybp 0.290491095 0.018905339 RING1 and YY1 binding protein ENSMUSG00000021597 105377 Slf1 0.290463953 0.005442158 SMC5-SMC6 complex localization factor 1 ENSMUSG00000020644 15902 Id2 0.290460226 0.026579452 inhibitor of DNA binding 2 ENSMUSG00000096433 240038 Zfp994 0.290343867 0.039345584 zinc finger protein 994 ENSMUSG00000062078 19317 Qk 0.290227805 0.033675591 quaking ENSMUSG00000073563 70425 Csnk1g3 0.29021273 0.016104543 casein kinase 1, gamma 3 ENSMUSG00000040339 329739 Fam102b 0.290072483 0.008353927 family with sequence similarity 102, member B ENSMUSG00000019894 103098 Slc6a15 0.290058456 0.025890921 solute carrier family 6 (neurotransmitter transporter), member 15 ENSMUSG00000025602 80902 Zfp202 0.289952783 0.047890046 zinc finger protein 202 ENSMUSG00000028252 51813 Ccnc 0.289802384 0.029076392 cyclin C ENSMUSG00000030647 68197 Ndufc2 0.289714734 0.036674205 NADH dehydrogenase (ubiquinone) 1, subcomplex unknown, 2 ENSMUSG00000034724 231464 Cnot6l 0.289699274 0.031051608 CCR4-NOT transcription complex, subunit 6-like ENSMUSG00000038128 12326 Camk4 0.28964015 0.016376632 calcium/calmodulin-dependent protein kinase IV ENSMUSG00000043671 233115 Dpy19l3 0.28930463 0.032716483 dpy-19-like 3 (C. elegans) ENSMUSG00000030557 17258 Mef2a 0.288670051 0.01495083 myocyte enhancer factor 2A ENSMUSG00000020074 67500 Ccar1 0.288435983 0.006443265 cell division cycle and apoptosis regulator 1 ENSMUSG00000040693 227394 Slco4c1 0.288400188 0.031060625 solute carrier organic anion transporter family, member 4C1 ENSMUSG00000058093 100416706 Zfp729b 0.288352587 0.02613129 zinc finger protein 729b ENSMUSG00000044519 382867 Zfp488 0.288173437 0.036213287 zinc finger protein 488 ENSMUSG00000071072 56351 Ptges3 0.288011189 0.022912258 prostaglandin E synthase 3 (cytosolic) ENSMUSG00000065947 17720 ND4L 0.28783127 0.011156839 NADH dehydrogenase subunit 4L ENSMUSG00000001855 227720 Nup214 0.287608145 0.013490102 nucleoporin 214 ENSMUSG00000055026 14407 Gabrg3 0.287486446 0.003076373 gamma-aminobutyric acid (GABA) A receptor, subunit gamma 3 ENSMUSG00000024079 19106 Eif2ak2 0.287390744 0.027721019 eukaryotic translation initiation factor 2-alpha kinase 2 ENSMUSG00000049536 237052 Tceal1 0.287320922 0.016052276 transcription elongation factor A (SII)-like 1 ENSMUSG00000018199 20822 Trove2 0.287234361 0.017946736 TROVE domain family, member 2 ENSMUSG00000027618 18041 Nfs1 0.287171056 0.034642156 nitrogen fixation gene 1 (S. cerevisiae) ENSMUSG00000031093 75974 Dock11 0.286939979 0.045353479 dedicator of cytokinesis 11 ENSMUSG00000057766 225187 Ankrd29 0.286929926 0.024699207 ankyrin repeat domain 29 ENSMUSG00000017376 18099 Nlk 0.286832461 0.039014193 nemo like kinase ENSMUSG00000051444 241950 Bbs12 0.28677076 0.035357639 Bardet-Biedl syndrome 12 (human) ENSMUSG00000032418 17436 Me1 0.286504463 0.006146316 malic enzyme 1, NADP(+)- dependent, cytosolic ENSMUSG00000020132 216344 Rab21 0.286477541 0.007473461 RAB21, member RAS oncogene family ENSMUSG0000006223 14852 Gspt1 0.286224521 0.027651551 G1 to S phase transition 1 ENSMUSG00000025950 15926 Idh1 0.286217501 0.011519919 isocitrate dehydrogenase 1 (NADP+), soluble ENSMUSG00000036053 71409 Fmnl2 0.286146043 0.026161559 formin-like 2 ENSMUSG00000040738 72656 Ints8 0.286029861 0.017200534 integrator complex subunit 8 ENSMUSG00000041135 192656 Ripk2 0.285880218 0.045170572 receptor (TNFRSF)-interacting serine-threonine kinase 2 ENSMUSG00000021103 17420 Mnat1 0.28569197 0.027325301 menage a trois 1 ENSMUSG00000044934 238673 Zfp367 0.28567128 0.018215632 zinc finger protein 367 ENSMUSG00000073643 69368 Wdfy1 0.285417384 0.006152944 WD repeat and FYVE domain containing 1 ENSMUSG00000073295 58242 Nudt11 0.285380858 0.022215108 nudix (nucleoside diphosphate linked moiety X)-type motif 11 ENSMUSG00000061024 59014 Rrs1 0.285300983 0.035643348 ribosome biogenesis regulator 1 ENSMUSG00000078861 353208 Zfp931 0.285296656 0.038124631 zinc finger protein 931 ENSMUSG00000041040 72750 Fam117b 0.285067873 0.009931345 family with sequence similarity 117, member B ENSMUSG00000040651 218850 Fam208a 0.285046014 0.025322192 family with sequence similarity 208, member A ENSMUSG00000022757 21787 Tfg 0.284791394 0.046806985 Trk-fused gene ENSMUSG00000067194 66235 Eif1ax 0.284711159 0.022252373 eukaryotic translation initiation factor 1A, X-linked ENSMUSG00000059208 76936 Hnmpm 0.284632489 0.009001685 heterogeneous nuclear ribonucleoprotein M ENSMUSG00000047344 236285 Lancl3 0.284425973 0.02357533 LanC lantibiotic synthetase component C-like 3 (bacterial) ENSMUSG00000061665 12488 Cd2ap 0.284384163 0.017512637 CD2-associated protein ENSMUSG00000026784 56075 Pdss1 0.284321298 0.03551309 prenyl (solanesyl) diphosphate synthase, subunit 1 ENSMUSG00000028576 67694 Ift74 0.284318659 0.009783693 intraflagellar transport 74 ENSMUSG00000026782 329165 Abi2 0.284252236 0.0487454 abl-interactor 2 ENSMUSG00000034912 320772 Mdga2 0.284101853 0.021628342 MAM domain containing glycosylphosphatidylinositol anchor 2 ENSMUSG00000022205 20024 Sub1 0.283949932 0.020690944 SUB1 homolog (S. cerevisiae) ENSMUSG00000026667 16589 Uhmk1 0.283924807 0.007645477 U2AF homology motif (UHM) kinase 1 ENSMUSG00000071014 230075 Ndufb6 0.283920018 0.033554414 NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 6 ENSMUSG00000087370 621976 Tmem170b 0.283835866 0.01547191 transmembrane protein 170B ENSMUSG00000070866 241514 Zfp804a 0.283625587 0.006131244 zinc finger protein 804A ENSMUSG00000036499 216238 Eea1 0.283288751 0.014692027 early endosome antigen 1 ENSMUSG00000024480 11777 Ap3s1 0.283098286 0.039345584 adaptor-related protein complex 3, sigma 1 subunit ENSMUSG00000014226 12301 Cacybp 0.282998412 0.030873091 calcyclin binding protein ENSMUSG00000043542 67306 Zc2hc1a 0.282882954 0.029477001 zinc finger, C2HC-type containing 1A ENSMUSG00000026623 226856 Lpgat1 0.282760741 0.008378227 lysophosphatidylglycerol acyltransferase 1 ENSMUSG00000031508 102334 Ankrd10 0.282391258 0.015500869 ankyrin repeat domain 10 ENSMUSG00000020687 217232 Cdc27 0.282265349 0.023463949 cell division cycle 27 ENSMUSG00000016534 16784 Lamp2 0.282231199 0.02273 lysosomal-associated membrane protein 2 ENSMUSG00000027893 229709 Ahcyl1 0.282225732 0.013557723 S-adenosylhomocysteine hydrolase-like 1 ENSMUSG00000021010 27386 Npas3 0.282096729 0.012371516 neuronal PAS domain protein 3 ENSMUSG00000024259 67453 Slc25a46 0.281954875 0.020792344 solute carrier family 25, member 46 ENSMUSG00000020134 67245 Peli1 0.28194937 0.010268575 pellino 1 ENSMUSG00000035517 100121 Tdrd7 0.281926117 0.032840881 tudor domain containing 7 ENSMUSG00000066880 170938 Zfp617 0.281801249 0.032410655 zinc finger protein 617 ENSMUSG00000054770 51960 Kctd18 0.281775485 0.014193146 potassium channel tetramerisation domain containing 18 ENSMUSG00000028557 29864 Rnf11 0.281649823 0.041347609 ring finger protein 11 ENSMUSG00000027104 11909 Atf2 0.281569348 0.018530599 activating transcription factor 2 ENSMUSG00000054942 215708 Miga1 0.281535778 0.011381006 mitoguardin 1 ENSMUSG00000050965 18750 Prkca 0.281498784 0.045596678 protein kinase C, alpha ENSMUSG00000042133 228005 Ppig 0.281393711 0.013985727 peptidyl-prolyl isomerase G (cyclophilin G) ENSMUSG00000001773 53320 Folh1 0.281376835 0.037187025 folate hydrolase 1 ENSMUSG00000021013 76260 Ttc8 0.281198387 0.022895459 tetratricopeptide repeat domain 8 ENSMUSG00000026893 227960 Gca 0.281111208 0.044230875 grancalcin ENSMUSG00000032407 67958 U2surp 0.281097807 0.048997766 U2 snRNP-associated SURF domain containing ENSMUSG00000025059 14933 Gk 0.281053827 0.010727545 glycerol kinase ENSMUSG00000028189 74245 Ctbs 0.280890786 0.02234913 chitobiase, di-N-acetyl- ENSMUSG00000022292 382985 Rrm2b 0.280765388 0.032175372 ribonucleotide reductase M2 B (TP53 inducible) ENSMUSG00000019920 110829 Lims1 0.280630991 0.012524331 LIM and senescent cell antigen-like domains 1 ENSMUSG00000007836 77134 Hnmpa0 0.28043287 0.048842992 heterogeneous nuclear ribonucleoprotein A0 ENSMUSG00000037416 240283 Dmxl1 0.280311301 0.010683913 Dmx-like 1 ENSMUSG00000033054 244879 Npat 0.279964803 0.01283701 nuclear protein in the AT region ENSMUSG00000003452 12121 Bicd1 0.279574034 0.000556123 bicaudal D homolog 1 (Drosophila) ENSMUSG00000078899 627914 Gm14430 0.279472186 0.011086721 predicted gene 14430 ENSMUSG00000038916 67412 Soga3 0.278968907 0.004382499 SOGA family member 3 ENSMUSG00000097452 0.278886933 0.026558756 ENSMUSG00000055430 58243 Nap1l5 0.278806093 0.014800621 nucleosome assembly protein 1-like 5 ENSMUSG00000066232 233726 Ipo7 0.278696654 0.028243863 importin 7 ENSMUSG00000020863 67684 Luc7l3 0.278604127 0.01857334 LUC7-like 3 (S. cerevisiae) ENSMUSG00000097498 0.278406433 0.040368494 ENSMUSG00000022338 223527 Eny2 0.278268775 0.031366726 enhancer of yellow 2 homolog (Drosophila) ENSMUSG00000039968 242860 Rsbn1l 0.277949502 0.026938218 round spermatid basic protein 1-like ENSMUSG00000034488 13612 Edil3 0.277817391 0.016953303 EGF-like repeats and discoidin I- like domains 3 ENSMUSG00000046675 320351 Tmem251 0.277775442 0.016697053 transmembrane protein 251 ENSMUSG00000022636 11658 Alcam 0.277558651 0.015941294 activated leukocyte cell adhesion molecule ENSMUSG00000040297 226551 Suco 0.277447442 0.019700695 SUN domain containing ossification factor ENSMUSG00000024511 80718 Rab27b 0.277124347 0.022790168 RAB27B, member RAS oncogene family ENSMUSG00000042198 66433 Chchd7 0.277075682 0.037187025 coiled-coil-helix-coiled-coil-helix domain containing 7 ENSMUSG00000090498 0.27707176 0.039087346 ENSMUSG00000052387 226025 Trpm3 0.277053046 0.035883734 transient receptor potential cation channel, subfamily M, member 3 ENSMUSG00000042208 71675 0610010F05Rik 0.277025081 0.023522014 RIKEN cDNA 0610010F05 gene ENSMUSG00000039967 30046 Zfp292 0.276763334 0.012214359 zinc finger protein 292 ENSMUSG00000021051 26932 Ppp2r5e 0.276703575 0.003780714 protein phosphatase 2, regulatory subunit B′, epsilon ENSMUSG00000031370 22184 Zrsr2 0.276498131 0.029357419 zinc finger (CCCH type), RNA binding motif and serine/arginine rich 2 ENSMUSG00000038628 67005 Polr3k 0.276232901 0.028264626 polymerase (RNA) III (DNA directed) polypeptide K ENSMUSG00000091537 66167 Tma7 0.27607541 0.024609965 translational machinery associated 7 ENSMUSG00000024095 72692 Hnmpll 0.27601522 0.00170807 heterogeneous nuclear ribonucleoprotein L-like ENSMUSG00000032253 83946 Phip 0.276006663 0.025950367 pleckstrin homology domain interacting protein ENSMUSG00000039361 233489 Picalm 0.275796512 0.026071951 phosphatidylinositol binding clathrin assembly protein ENSMUSG00000057858 76539 Fam204a 0.275670844 0.043223052 family with sequence similarity 204, member A ENSMUSG00000034723 52837 Tmx4 0.275560822 0.012719029 thioredoxin-related transmembrane protein 4 ENSMUSG00000022523 14167 Fgf12 0.275092053 0.040222459 fibroblast growth factor 12 ENSMUSG00000036766 227325 Dner 0.275073249 0.032546234 delta/notch-like EGF repeat containing ENSMUSG00000030019 101358 Fbxl14 0.274991951 0.03560175 F-box and leucine-rich repeat protein 14 ENSMUSG00000037152 66377 Ndufc1 0.274914323 0.046525045 NADH dehydrogenase (ubiquinone) 1, subcomplex unknown, 1 ENSMUSG00000028248 66625 Pnisr 0.274801615 0.028457339 PNN interacting serine/arginine-rich ENSMUSG00000097451 0.274518323 0.001949789 ENSMUSG00000063694 13063 Cycs 0.274459587 0.041714469 cytochrome c, somatic ENSMUSG00000023025 207214 Larp4 0.274264116 0.024270912 La ribonucleoprotein domain family, member 4 ENSMUSG00000026349 72949 Ccnt2 0.274119225 0.001179316 cyclin T2 ENSMUSG00000024750 22682 Zfand5 0.273820075 0.048744199 zinc finger, AN1-type domain 5 ENSMUSG00000039100 223455 6-Mar 0.273660457 0.019098741 membrane-associated ring finger (C3HC4) 6 ENSMUSG00000043463 319642 Rab9b 0.273582707 0.04287943 RAB9B, member RAS oncogene family ENSMUSG00000086370 78878 Ftx 0.27332442 0.04096928 Ftx transcript, Xist regulator (non- protein coding) ENSMUSG00000038679 83925 Trps1 0.273288888 0.030017839 trichorhinophalangeal syndrome I (human) ENSMUSG00000064138 68675 Fam172a 0.273251652 0.049745533 family with sequence similarity 172, member A ENSMUSG00000019132 79555 BC005537 0.273163336 0.008913482 cDNA sequence BC005537 ENSMUSG00000071708 20603 Sms 0.273022705 0.016109381 spermine synthase ENSMUSG00000032262 83603 Elovl4 0.272946195 0.022899126 elongation of very long chain fatty acids (FEN1/Elo2, SUR4/Elo3, yeast)-like 4 ENSMUSG00000048279 50720 Sacs 0.272817751 0.032175372 sacsin ENSMUSG00000028577 18786 Plaa 0.272553121 0.015410183 phospholipase A2, activating protein ENSMUSG00000020929 20624 Eftud2 0.272155693 0.029716511 elongation factor Tu GTP binding domain containing 2 ENSMUSG00000026064 19243 Ptp4a1 0.272047245 0.026895831 protein tyrosine phosphatase 4a1 ENSMUSG00000018846 211347 Pank3 0.272041501 0.022746493 pantothenate kinase 3 ENSMUSG00000072501 239510 Phf20l1 0.271779806 0.014675859 PHD finger protein 20-like 1 ENSMUSG00000038733 226757 Wdr26 0.271740026 0.000979658 WD repeat domain 26 ENSMUSG00000025261 59026 Huwe1 0.271716985 0.016059298 HECT, UBA and WWE domain containing 1 ENSMUSG00000042331 432572 Specc1 0.271561394 0.013652997 sperm antigen with calponin homology and coiled-coil domains 1 ENSMUSG00000058558 100503670 Rpl5 0.271515885 0.048312414 ribosomal protein L5 ENSMUSG00000049658 544971 Bdp1 0.271476643 0.006546749 B double prime 1, subunit of RNA polymerase III transcription initiation factor IIIB ENSMUSG00000040387 212390 Klhl32 0.271359544 0.013418393 kelch-like 32 ENSMUSG00000000276 56077 Dgke 0.271245181 0.024369844 diacylglycerol kinase, epsilon ENSMUSG00000044712 625098 Slc38a6 0.271084086 0.004786928 solute carrier family 38, member 6 ENSMUSG00000007812 72611 Zfp655 0.270798136 0.021964618 zinc finger protein 655 ENSMUSG00000031007 70495 Atp6ap2 0.270499438 0.02559961 ATPase, H+ transporting, lysosomal accessory protein 2 ENSMUSG00000041328 74737 Pcf11 0.270339627 0.019701573 PCF11 cleavage and polyadenylation factor subunit ENSMUSG00000006678 18968 Pola1 0.270232589 0.049081064 polymerase (DNA directed), alpha 1 ENSMUSG00000028180 53861 Zranb2 0.269822997 0.015293069 zinc finger, RAN-binding domain containing 2 ENSMUSG00000027770 72162 Dhx36 0.269814423 0.036714481 DEAH (Asp-Glu-Ala-His) box polypeptide 36 ENSMUSG00000022339 55960 Ebag9 0.269691891 0.01357521 estrogen receptor-binding fragment-associated gene 9 ENSMUSG00000011831 14020 Evi5 0.269508324 0.002404843 ecotropic viral integration site 5 ENSMUSG00000039128 98828 Cdc123 0.269297168 0.02855274 cell division cycle 123 ENSMUSG00000017677 78889 Wsb1 0.26919065 0.041114891 WD repeat and SOCS box- containing 1 ENSMUSG00000027957 229782 Slc35a3 0.26871088 0.023699881 solute carrier family 35 (UDP-N- acetylglucosamine (U DP-GlcNAc) transporter), member 3 ENSMUSG00000051306 76800 Usp42 0.268681704 0.046508388 ubiquitin specific peptidase 42 ENSMUSG00000014767 21374 Tbp 0.268664511 0.014701725 TATA box binding protein ENSMUSG00000053754 67772 Chd8 0.268580117 0.046079316 chromodomain helicase DNA binding protein 8 ENSMUSG00000071748 0.26857515 0.037187025 ENSMUSG00000018068 70422 Ints2 0.26847829 0.013084261 integrator complex subunit 2 ENSMUSG00000021270 15519 Hsp90aa1 0.267695154 0.025364617 heat shock protein 90, alpha (cytosolic), class A member 1 ENSMUSG00000072704 381820 Smim10l1 0.267615809 0.047913743 small integral membrane protein 10 like 1 ENSMUSG00000032002 76863 Dcun1d5 0.267552124 0.0197167 7 DCN1, defective in cullin neddylation 1, domain containing 5 (S. cerevisiae) ENSMUSG00000038174 213056 Fam126b 0.267254868 0.036714481 family with sequence similarity 126, member B ENSMUSG00000056216 12611 Cebpg 0.26712613 0.025454387 CCAAT/enhancer binding protein (C/EBP), gamma ENSMUSG00000074527 100504263 2210418O10Rik 0.267029333 0.002590106 predicted gene 2210418O10Rik ENSMUSG00000024298 208292 Zfp871 0.267026478 0.006004909 zinc finger protein 871 ENSMUSG00000029253 12617 Cenpc1 0.266923113 0.013870995 centromere protein C1 ENSMUSG00000000355 68995 Mcts1 0.266818572 0.03825231 malignant T cell amplified sequence 1 ENSMUSG00000027184 53872 Caprin1 0.266766631 0.017200534 cell cycle associated protein 1 ENSMUSG00000046138 240613 9930021J03Rik 0.266415193 0.011569878 RIKEN cDNA 9930021J03 gene ENSMUSG00000025066 67788 Sfr1 0.266069555 0.041372365 SWI5 dependent recombination repair 1 ENSMUSG00000054737 319535 Zfp182 0.266048513 0.043128863 zinc finger protein 182 ENSMUSG00000036087 75991 Slain2 0.265855784 0.049513327 SLAIN motif family, member 2 ENSMUSG00000027365 58800 Trpm7 0.265832986 0.010090704 transient receptor potential cation channel, subfamily M, member 7 ENSMUSG00000031644 18004 Nek1 0.265607862 0.008859633 NIMA (never in mitosis gene a)- related expressed kinase 1 ENSMUSG00000048388 241520 Fam171b 0.265451748 0.014692027 family with sequence similarity 171, member B ENSMUSG00000055884 104806 Fancm 0.265248867 0.031060625 Fanconi anemia, complementation group M ENSMUSG00000006586 12395 Runx1t1 0.265062976 0.005730959 runt-related transcription factor 1; translocated to, 1 (cyclin D-related) ENSMUSG00000030869 70316 Ndufab1 0.265002143 0.041347609 NADH dehydrogenase (ubiquinone) 1, alpha/beta subcomplex, 1 ENSMUSG00000055660 76781 Mettl4 0.264996488 0.048569817 methyltransferase like 4 ENSMUSG00000039630 51810 Hnmpu 0.264954373 0.019915829 heterogeneous nuclear ribonucleoprotein U ENSMUSG00000040147 109731 Maob 0.264716529 0.04287943 monoamine oxidase B ENSMUSG00000057894 67230 Zfp329 0.264541446 0.014827389 zinc finger protein 329 ENSMUSG00000003923 21780 Tfam 0.264428932 0.005379092 transcription factor A, mitochondrial ENSMUSG00000052144 232314 Ppp4r2 0.264321714 0.044599594 protein phosphatase 4, regulatory subunit 2 ENSMUSG00000002428 20585 Hltf 0.264314095 0.016697053 helicase-like transcription factor ENSMUSG00000015522 11863 Arnt 0.264194917 0.021629316 aryl hydrocarbon receptor nuclear translocator ENSMUSG00000029328 50926 Hnrnpdl 0.264074688 0.030873091 heterogeneous nuclear ribonucleoprotein D-like ENSMUSG00000031137 14168 Fgf13 0.26407163 0.039410304 fibroblast growth factor 13 ENSMUSG00000039652 208922 Cpeb3 0.263885663 0.012725383 cytoplasmic polyadenylation element binding protein 3 ENSMUSG00000032745 73274 Gpbp1 0.263792805 0.02333511 GC-rich promoter binding protein 1 ENSMUSG00000059742 170738 Kcnh7 0.263788241 0.022939006 potassium voltage-gated channel, subfamily H (eag-related), member 7 ENSMUSG00000021930 66674 Spryd7 0.263438114 0.045482841 SPRY domain containing 7 ENSMUSG00000053641 102442 Dennd4a 0.263337213 0.027847707 DENN/MADD domain containing 4A ENSMUSG00000004151 14009 Etv1 0.263215302 0.014789257 ets variant 1 ENSMUSG00000014355 17222 Anapc1 0.263012636 0.003780714 anaphase promoting complex subunit 1 ENSMUSG00000025544 68059 Tm9sf2 0.262934588 0.038996555 transmembrane 9 superfamily member 2 ENSMUSG00000071337 21841 Tia1 0.26281787 0.015611569 cytotoxic granule-associated RNA binding protein 1 ENSMUSG00000027804 67738 Ppid 0.262768276 0.012177821 peptidylprolyl isomerase D (cyclophilin D) ENSMUSG00000043535 269254 Setx 0.262376578 0.033747098 senataxin ENSMUSG00000022360 70472 Atad2 0.262121641 0.033939371 ATPase family, AAA domain containing 2 ENSMUSG00000025907 12421 Rb1cc1 0.26168864 0.022502596 RB1-inducible coiled-coil 1 ENSMUSG00000024059 78785 Clip4 0.261643179 0.00825964 CAP-GLY domain containing linker protein family, member 4 ENSMUSG00000024597 20496 Slc12a2 0.261293983 0.041478328 solute carrier family 12, member 2 ENSMUSG00000028343 76299 Erp44 0.26119918 0.029962408 endoplasmic reticulum protein 44 ENSMUSG00000019302 11975 Atp6v0a1 0.261111395 0.002365415 ATPase, H+ transporting, lysosomal V0 subunit A1 ENSMUSG00000060227 319996 Casc4 0.261075286 0.035537227 cancer susceptibility candidate 4 ENSMUSG00000039318 98732 Rab3gap2 0.26087584 0.001555125 RAB3 GTPase activating protein subunit 2 ENSMUSG00000021054 81535 Sgpp1 0.260845563 0.038963537 sphingosine-1-phosphate phosphatase 1 ENSMUSG00000020900 77579 Myh10 0.26072141 0.004082709 myosin, heavy polypeptide 10, non- muscle ENSMUSG00000030691 207278 Fchsd2 0.260377361 0.003415124 FCH and double SH3 domains 2 ENSMUSG00000022507 69053 1810013L24Rik 0.26003619 0.016008835 RIKEN cDNA 1810013L24 gene ENSMUSG00000028033 226922 Kcnq5 0.259885217 0.014857527 potassium voltage-gated channel, subfamily Q, member 5 ENSMUSG00000035367 74386 Rmi1 0.259817065 0.033939371 RecQ mediated genome instability 1 ENSMUSG00000026781 74159 Acbd5 0.259681886 0.03788271 acyl-Coenzyme A binding domain containing 5 ENSMUSG00000026021 22218 Sumo1 0.259580733 0.040479409 small ubiquitin-like modifier 1 ENSMUSG00000041658 245670 Rragb 0.259464165 0.032278232 Ras-related GTP binding B ENSMUSG00000020273 216578 Papolg 0.259202603 0.026540021 poly(A) polymerase gamma ENSMUSG00000055733 54561 Nap1l3 0.259183995 0.034979811 nucleosome assembly protein 1-like 3 ENSMUSG00000020849 22627 Ywhae 0.259178701 0.022477283 tyrosine 3- monooxygenase/tryptophan 5- monooxygenase activation protein, epsilon polypeptide ENSMUSG00000024283 225131 Wac 0.25911895 0.011920626 WW domain containing adaptor with coiled-coil ENSMUSG00000074781 93765 Ube2n 0.258985171 0.027743402 ubiquitin-conjugating enzyme E2N ENSMUSG00000042444 235461 Fam63b 0.258857456 0.029224357 family with sequence similarity 63, member B ENSMUSG00000043419 80515 Chd3os 0.2587624 0.018593209 chromodomain helicase DNA binding protein 3, opposite strand ENSMUSG00000021831 50527 Ero1l 0.258587588 0.025407964 ERO1-like (S. cerevisiae) ENSMUSG00000026824 16519 Kcnj3 0.258481775 0.048370046 potassium inwardly-rectifying channel, subfamily J, member 3 ENSMUSG00000044098 229675 Rsbn1 0.258256084 0.028462508 rosbin, round spermatid basic protein 1 ENSMUSG00000052684 16476 Jun 0.257998778 0.005496172 jun proto-oncogene ENSMUSG00000020078 30930 Vps26a 0.257954923 0.029406848 VPS26 retromer complex component A ENSMUSG00000025862 20843 Stag2 0.257878675 0.024369844 stromal antigen 2 ENSMUSG00000059146 18213 Ntrk3 0.257593948 0.028570977 neurotrophic tyrosine kinase, receptor, type 3 ENSMUSG00000024976 56392 Shoc2 0.257210882 0.028304822 soc-2 (suppressor of clear) homolog (C. elegans) ENSMUSG00000021534 69315 1700001L19Rik 0.25717972 0.046767248 RIKEN cDNA 1700001L19 gene ENSMUSG00000067928 240034 Zfp760 0.257135646 0.038423662 zinc finger protein 760 ENSMUSG00000008575 18028 Nfib 0.256771529 0.04648534 nuclear factor I/B ENSMUSG00000053702 74103 Nebl 0.256607003 0.033747098 nebulette ENSMUSG00000061080 268890 Lsamp 0.256583353 0.007550519 limbic system-associated membrane protein ENSMUSG00000051166 319670 Emk5 0.2565348 0.014449618 echinoderm microtubule associated protein like 5 ENSMUSG00000021877 11843 Ar14 0.256470819 0.039147968 ADP-ribosylation factor 4 ENSMUSG00000044763 52575 Trmt10c 0.256303162 0.034445271 tRNA methyltransferase 10C ENSMUSG00000041459 230908 Tardbp 0.256031886 0.024688022 TAR DNA binding protein ENSMUSG00000055531 432508 Cpsf6 0.255955012 0.006955797 cleavage and polyadenylation specific factor 6 ENSMUSG00000040123 219105 Zmym5 0.255840355 0.020101173 zinc finger, MYM-type 5 ENSMUSG00000033400 77559 Agl 0.255805013 0.006059865 amylo-1,6-glucosidase, 4-alpha- glucanotransferase ENSMUSG00000043496 66873 Tril 0.255679476 0.041114891 TLR4 interactor with leucine-rich repeats ENSMUSG00000021537 12626 Cetn3 0.255639315 0.026818319 centrin 3 ENSMUSG00000072969 494468 Armcx5 0.255575371 0.037872455 armadillo repeat containing, X- linked 5 ENSMUSG00000026096 72085 Osgepl1 0.255286433 0.045826365 O-sialoglycoprotein endopeptidase- like 1 ENSMUSG00000025939 66799 Ube2w 0.2552439 0.017866449 ubiquitin-conjugating enzyme E2W (putative) ENSMUSG00000068205 72899 Macrod2 0.255076989 0.002590106 MACRO domain containing 2 ENSMUSG00000025104 29877 Hdgfrp3 0.254898287 0.03102444 hepatoma-derived growth factor, related protein 3 ENSMUSG00000062691 68554 Cebpzos 0.254865342 0.033117638 CCAAT/enhancer binding protein (C/EBP), zeta, opposite strand ENSMUSG00000027175 320554 Tcp11l1 0.254820788 0.016334183 t-complex 11 like 1 ENSMUSG00000006740 16573 Kif5b 0.254773834 0.046702542 kinesin family member 5B ENSMUSG00000091264 108934 Smim13 0.254759834 0.018238801 small integral membrane protein 13 ENSMUSG00000027708 114893 Dcun1d1 0.254570888 0.040368494 DCN1, defective in cullin neddylation 1, domain containing 1 (S. cerevisiae) ENSMUSG00000078903 665001 Gm14391 0.254385123 0.032665653 predicted gene 14391 ENSMUSG00000062257 330908 Opcml 0.254329399 0.020792344 opioid binding protein/cell adhesion molecule-like ENSMUSG00000029167 19017 Ppargc1a 0.254290977 0.003076373 peroxisome proliferative activated receptor, gamma, coactivator 1 alpha ENSMUSG00000041769 52432 Ppp2r2d 0.254246393 0.019153869 protein phosphatase 2, regulatory subunit B, delta ENSMUSG00000028221 72519 Tmem55a 0.254213737 0.040628364 transmembrane protein 55A ENSMUSG00000001998 108011 Ap4e1 0.254176841 0.048796738 adaptor-related protein complex AP-4, epsilon 1 ENSMUSG00000019802 140740 Sec63 0.254141433 0.020130225 SEC63-like (S. cerevisiae) ENSMUSG00000072964 70237 Bhlhb9 0.25412958 0.031480569 basic helix-loop-helix domain containing, class B9 ENSMUSG00000007613 21812 Tgfbr1 0.254119042 0.039931632 transforming growth factor, beta receptor I ENSMUSG00000029366 13178 Dck 0.254101295 0.043194165 deoxycytidine kinase ENSMUSG00000035992 216742 Fnip1 0.254073524 0.038963537 folliculin interacting protein 1 ENSMUSG00000030469 210105 Zfp719 0.253811033 0.011733585 zinc finger protein 719 ENSMUSG00000031751 23802 Amfr 0.253773842 0.011300029 autocrine motility factor receptor ENSMUSG00000005610 13690 Eif4g2 0.253661488 0.032716483 eukaryotic translation initiation factor 4, gamma 2 ENSMUSG00000036879 102093 Phkb 0.253646345 0.043223052 phosphorylase kinase beta ENSMUSG00000021840 218975 Mapk1ip1 0.253490661 0.0295498 mitogen-activated protein kinase 1 interacting protein 1-like ENSMUSG00000024294 225164 Mib1 0.253455757 0.043223052 mindbomb E3 ubiquitin protein ligase 1 ENSMUSG00000067242 56839 Lgi1 0.253416265 0.038218085 leucine-rich repeat LGI family, member 1 ENSMUSG00000024483 108857 Ankhd1 0.253264611 0.017863115 ankyrin repeat and KH domain containing 1 ENSMUSG00000025764 269424 Jade1 0.253133842 0.024688022 jade family PHD finger 1 ENSMUSG00000025658 245684 Cnksr2 0.253060278 0.035995265 connector enhancer of kinase suppressor of Ras 2 ENSMUSG00000030275 75320 Etnk1 0.253019313 0.021587282 ethanolamine kinase 1 ENSMUSG00000050730 71544 Arhgap42 0.252799023 0.035995265 Rho GTPase activating protein 42 ENSMUSG00000050812 230249 Al314180 0.252794533 0.002238309 expressed sequence Al314180 ENSMUSG00000001774 66917 Chordc1 0.252736368 0.04708058 cysteine and histidine-rich domain (CHORD)-containing, zinc-binding protein 1 ENSMUSG00000030105 67166 Arl8b 0.252613196 0.024578427 ADP-ribosylation factor-like 8B ENSMUSG00000024231 71745 Cul2 0.252547805 0.035932332 cullin 2 ENSMUSG00000023087 12457 Noct 0.252383566 0.005959608 noctumin ENSMUSG00000024304 12558 Cdh2 0.252206122 0.001815611 cadherin 2 ENSMUSG00000025323 20688 Sp4 0.252115151 0.043003032 trans-acting transcription factor 4 ENSMUSG00000022789 74006 Dnm1l 0.25200039 0.011284766 clynamin 1-like ENSMUSG00000026610 26381 Esrrg 0.25195783 0.046125916 estrogen-related receptor gamma ENSMUSG00000019810 66848 Fuca2 0.251810395 0.02613129 fucosidase, alpha-L-2, plasma ENSMUSG00000042228 17096 Lyn 0.251579036 0.043784958 LYN proto-oncogene, Src family tyrosine kinase ENSMUSG00000034981 231440 Parm1 0.251549033 0.009597852 prostate androgen-regulated mucin- like protein 1 ENSMUSG00000055670 195018 Zzef1 0.251378302 0.043208207 zinc finger, ZZ-type with EF hand domain 1 ENSMUSG00000021669 68018 Col4a3bp 0.251356606 0.026558756 collagen, type IV, alpha 3 (Goodpasture antigen) binding protein ENSMUSG00000071796 547150 6820431F20Rik 0.251319052 0.029438723 cadherin 11 pseudogene ENSMUSG00000051950 381694 B3glct 0.251091443 0.033494396 beta-3-glucosyltransferase ENSMUSG00000027822 11416 Slc33a1 0.251025485 0.026015723 solute carrier family 33 (acetyl-CoA transporter), member 1 ENSMUSG00000046442 320472 Ppm1e 0.250724814 0.021276359 protein phosphatase 1E (PP2C domain containing) ENSMUSG00000047714 66849 Ppp1r2 0.250479454 0.018417239 protein phosphatase 1, regulatory (inhibitor) subunit 2 ENSMUSG00000029836 12417 Cbx3 0.250435715 0.045505582 chromobox 3 ENSMUSG00000024477 225467 Pggt1b 0.250365215 0.048127675 protein geranylgeranyltransferase type I, beta subunit ENSMUSG00000024924 22359 Vldlr 0.249795716 0.004154959 very low density lipoprotein receptor ENSMUSG00000052572 23859 Dlg2 0.249779119 0.005072478 discs, large homolog 2 (Drosophila) ENSMUSG00000031176 67117 Dynlt3 0.249651398 0.046253609 dynein light chain Tctex-type 3 ENSMUSG00000050697 105787 Prkaa1 0.249020227 0.049620653 protein kinase, AMP-activated, alpha 1 catalytic subunit ENSMUSG00000040785 22129 Ttc3 0.248823175 0.01458373 tetratricopeptide repeat domain 3 ENSMUSG00000026031 12633 Cflar 0.24874643 0.01769277 CASP8 and FADD-like apoptosis regulator ENSMUSG00000034168 238330 Irf2bpl 0.248696426 0.049620653 interferon regulatory factor 2 binding protein-like ENSMUSG00000036745 70892 Ttll7 0.248656435 0.034186434 tubulin tyrosine ligase-like family, member 7 ENSMUSG00000025898 244672 Cwf19l2 0.248399416 0.046371538 CWF19-like 2, cell cycle control (S. pombe) ENSMUSG00000041343 73845 Ankrd42 0.248070239 0.041680615 ankyrin repeat domain 42 ENSMUSG00000026511 27058 Srp9 0.247965905 0.035678264 signal recognition particle 9 ENSMUSG00000031133 73341 Arhgef6 0.247763959 0.011065529 Rac/Cdc42 guanine nucleotide exchange factor (GEF) 6 ENSMUSG00000026490 226751 Cdc42bpa 0.247654888 0.028232579 CDC42 binding protein kinase alpha ENSMUSG00000037643 18759 Prkci 0.247640326 0.005618554 protein kinase C, iota ENSMUSG00000033943 29808 Mga 0.247433825 0.006981623 MAX gene associated ENSMUSG00000025986 227059 Slc39a10 0.247306782 0.026558756 solute carrier family 39 (zinc transporter), member 10 ENSMUSG00000002107 14007 Celf2 0.247000846 0.046004314 CUGBP, Elav-like family member 2 ENSMUSG00000036943 235442 Rab8b 0.246817326 0.031829589 RAB8B, member RAS oncogene family ENSMUSG00000037369 22289 Kdm6a 0.246672677 0.025164033 lysine (K)-specific demethylase 6A ENSMUSG00000020962 83602 Gtf2a1 0.246654648 0.034600134 general transcription factor II A, 1 ENSMUSG00000042167 100715 Papd4 0.246524128 0.03456674 PAP associated domain containing 4 ENSMUSG00000074746 107368 Pdzd8 0.246446808 0.049316845 PDZ domain containing 8 ENSMUSG00000024261 20983 Syt4 0.246413912 0.034218613 synaptotagmin IV ENSMUSG00000021945 76007 Zmym2 0.246290768 0.042148216 zinc finger, MYM-type 2 ENSMUSG00000028391 71354 Wdr31 0.246285944 0.026458143 WD repeat domain 31 ENSMUSG00000026095 70396 Asnsd1 0.245992769 0.023371841 asparagine synthetase domain containing 1 ENSMUSG00000071567 0.245911556 0.014460399 ENSMUSG00000056258 110862 Kcnq3 0.245799294 0.04928913 potassium voltage-gated channel, subfamily Q, member 3 ENSMUSG00000037315 382207 Jade3 0.245364689 0.017297968 jade family PHD finger 3 ENSMUSG00000026718 20844 Stam 0.245356824 0.023699881 signal transducing adaptor molecule (SH3 domain and ITAM motif) 1 ENSMUSG00000079508 68316 Apoo 0.245330001 0.047913743 apolipoprotein 0 ENSMUSG00000022321 320873 Cdh10 0.245258653 0.010268575 cadherin 10 ENSMUSG00000035325 69162 Sec31a 0.24512347 0.045482841 Sec31 homolog A (S. cerevisiae) ENSMUSG00000020390 22210 Ube2b 0.245065744 0.014455417 ubiquitin-conjugating enzyme E2B ENSMUSG00000033578 67564 Tmem35a 0.244936195 0.010774326 transmembrane protein 35A ENSMUSG00000046111 319675 Cep295 0.244870391 0.010482667 centrosomal protein 295 ENSMUSG00000020590 217463 Snx13 0.244836089 0.039037088 sorting nexin 13 ENSMUSG00000026787 14417 Gad2 0.244766694 0.04708058 glutamic acid decarboxylase 2 ENSMUSG00000024143 104215 Rhoq 0.243886257 0.038687074 ras homolog family member Q ENSMUSG00000036391 77371 Sec24a 0.243738634 0.028534161 Sec24 related gene family, member A (S. cerevisiae) ENSMUSG00000029234 21982 Tmem165 0.243448709 0.017703765 transmembrane protein 165 ENSMUSG00000069844 52892 Sco1 0.243286729 0.022167882 SCO1 cytochrome c oxidase assembly protein ENSMUSG00000051695 23983 Pcbp1 0.242940488 0.014721741 poly(rC) binding protein 1 ENSMUSG00000085438 66602 1700020I14Rik 0.242754581 0.043350799 RIKEN cDNA 1700020I14 gene ENSMUSG00000031673 12552 Cdh11 0.242688498 0.03788271 cadherin 11 ENSMUSG00000030304 67456 Ergic2 0.24207077 0.02810182 ERGIC and golgi 2 ENSMUSG00000046603 382117 Tcaim 0.241927768 0.043223052 T cell activation inhibitor, mitochondrial ENSMUSG00000039478 78506 Micu3 0.241886319 0.038394424 mitochondrial calcium uptake family, member 3 ENSMUSG00000027589 245867 Pcmtd2 0.241724196 0.032771674 protein-L-isoaspartate (D-aspartate) O-methyltransferase domain containing 2 ENSMUSG00000049421 26466 Zfp260 0.241445708 0.023140793 zinc finger protein 260 ENSMUSG00000022641 70508 Bbx 0.241262257 0.014092799 bobby sox homolog (Drosophila) ENSMUSG00000028842 214150 Ago3 0.24102002 0.04097831 argonaute RISC catalytic subunit 3 ENSMUSG00000040359 67490 Ufl1 0.24096504 0.04346628 UFM1 specific ligase 1 ENSMUSG00000047193 110350 Dync2h1 0.240910924 0.018482527 dynein cytoplasmic 2 heavy chain 1 ENSMUSG00000024472 70640 Dcp2 0.240875483 0.013956118 decapping mRNA 2 ENSMUSG00000021171 52635 Esyt2 0.240638353 0.022746493 extended synaptotagmin-like protein 2 ENSMUSG00000029787 78937 Avl9 0.24046708 0.042643683 AVL9 homolog (S. cerevisiase) ENSMUSG00000004319 12725 Clcn3 0.240419455 0.042579831 chloride channel, voltage-sensitive 3 ENSMUSG00000030671 18576 Pde3b 0.240233744 0.020579532 phosphodiesterase 3B, cGMP- inhibited ENSMUSG00000049804 100503043 Armcx4 0.240051369 0.003274596 armadillo repeat containing, X- linked 4 ENSMUSG00000041670 116837 Rims1 0.239625925 0.02303347 regulating synaptic membrane exocytosis 1 ENSMUSG00000063108 22688 Zfp26 0.239598332 0.031409398 zinc finger protein 26 ENSMUSG00000035967 236790 Ints6l 0.239365073 0.022323986 integrator complex subunit 6 like ENSMUSG00000021665 15212 Hexb 0.239303668 0.045128357 hexosaminidase B ENSMUSG00000021360 14538 Gcnt2 0.239241442 0.01760059 glucosaminyl (N-acetyl) transferase 2, I-branching enzyme ENSMUSG00000022024 67955 Sugt1 0.2391553 0.039862558 SGT1, suppressor of G2 allele of SKP1 (S. cerevisiae) ENSMUSG00000028484 101739 Psip1 0.239098307 0.042342823 PC4 and SFRS1 interacting protein 1 ENSMUSG00000075703 28042 Ept1 0.238912972 0.018585287 ethanolaminephosphotransferase 1 (CDP-ethanolamine-specific) ENSMUSG00000043154 235542 Ppp2r3a 0.23883486 0.037555073 protein phosphatase 2, regulatory subunit B″, alpha ENSMUSG00000027534 74718 Snx16 0.238490461 0.033419316 sorting nexin 16 ENSMUSG00000028995 84652 Fam126a 0.238481019 0.019953964 family with sequence similarity 126, member A ENSMUSG00000020623 27404 Abca8b 0.238389537 0.022323986 ATP-binding cassette, sub-family A (ABC1), member 8b ENSMUSG00000054752 319636 Fsd1l 0.23824852 0.016284626 fibronectin type III and SPRY domain containing 1-like ENSMUSG00000055447 16423 Cd47 0.238071376 0.021696902 CD47 antigen (Rh-related antigen, integrin-associated signal transducer) ENSMUSG00000027427 70408 Polr3f 0.238065116 0.03810266 polymerase (RNA) III (DNA directed) polypeptide F ENSMUSG00000038301 71982 Snx10 0.238020378 0.026006131 sorting nexin 10 ENSMUSG00000046178 18231 Nxph1 0.237915559 0.039318498 neurexophilin 1 ENSMUSG00000039585 270163 Myo9a 0.237866582 0.04201503 myosin IXa ENSMUSG00000036402 14701 Gng12 0.237810369 0.047465487 guanine nucleotide binding protein (G protein), gamma 12 ENSMUSG00000019889 19272 Ptprk 0.237724131 0.03715243 protein tyrosine phosphatase, receptor type, K ENSMUSG00000045763 70350 Basp1 0.237417012 0.019109666 brain abundant, membrane attached signal protein 1 ENSMUSG00000048720 209478 Tbc1d12 0.236714657 0.041847227 TBC1D12: TBC1 domain family, member 12 ENSMUSG00000021087 104001 Rtn1 0.236571833 0.031409398 reticulon 1 ENSMUSG00000040225 226562 Prrc2c 0.236055618 0.006758078 proline-rich coiled-coil 2C ENSMUSG00000055239 74287 Kcmf1 0.235888603 0.043003032 potassium channel modulatory factor 1 ENSMUSG00000060510 77519 Zfp266 0.235597145 0.040407787 zinc finger protein 266 ENSMUSG00000056851 18521 Pcbp2 0.235536857 0.008681315 poly(rC) binding protein 2 ENSMUSG00000096188 97487 Cmtm4 0.234630877 0.028689222 CKLF-like MARVEL transmembrane domain containing 4 ENSMUSG00000059811 56298 Atl2 0.234498408 0.021635982 atlastin GTPase 2 ENSMUSG00000029405 23881 G3bp2 0.234223568 0.034583934 GTPase activating protein (SH3 domain) binding protein 2 ENSMUSG00000026083 226982 Eif5b 0.233127842 0.034961135 eukaryotic translation initiation factor 5B ENSMUSG00000052299 78913 Ltn1 0.23299939 0.023987976 listerin E3 ubiquitin protein ligase 1 ENSMUSG00000033237 77044 Arid2 0.232859357 0.020056896 AT rich interactive domain 2 (ARID, RFX-like) ENSMUSG00000021745 19270 Ptprg 0.232794671 0.014800621 protein tyrosine phosphatase, receptor type, G ENSMUSG00000004591 109333 Pkn2 0.232548165 0.019252649 protein kinase N2 ENSMUSG00000027201 17876 Myef2 0.232390557 0.019796215 myelin basic protein expression factor 2, repressor ENSMUSG00000032740 108686 Ccdc88a 0.231791954 0.045072844 coiled coil domain containing 88A ENSMUSG00000028293 24060 Slc35a1 0.231689579 0.030550087 solute carrier family 35 (CMP-sialic acid transporter), member 1 ENSMUSG00000024487 67180 Yipf5 0.231595588 0.031722327 Yip1 domain family, member 5 ENSMUSG00000040250 71177 Asun 0.23140679 0.019701573 asunder, spermatogenesis regulator ENSMUSG00000016382 102866 Pls3 0.231322041 0.031395961 plastin 3 (T-isoform) ENSMUSG00000015597 57908 Zfp318 0.231297293 0.01155039 zinc finger protein 318 ENSMUSG00000038729 11641 Akap2 0.231032639 0.023573194 A kinase (PRKA) anchor protein 2 ENSMUSG00000040818 211922 Dennd6a 0.230848638 0.023802758 DENN/MADD domain containing 6A ENSMUSG00000030283 20449 St8sia1 0.230814882 0.040222459 ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 1 ENSMUSG00000033352 26398 Map2k4 0.230732176 0.024638958 mitogen-activated protein kinase kinase 4 ENSMUSG00000036478 12226 Btg1 0.230491967 0.046846311 B cell translocation gene 1, anti- proliferative ENSMUSG00000072847 0.230182676 0.041629703 ENSMUSG00000056158 72605 Car10 0.229696839 0.039949042 carbonic anhydrase 10 ENSMUSG00000049232 68140 Tigd2 0.229450369 0.023377296 tigger transposable element derived 2 ENSMUSG00000038121 108654 Fam210a 0.229418073 0.020897538 family with sequence similarity 210, member A ENSMUSG00000032826 109676 Ank2 0.229012118 0.017047503 ankyrin 2, brain ENSMUSG00000048787 233805 Dcun1d3 0.228848972 0.042816513 DCN1, defective in cullin neddylation 1, domain containing 3 (S. cerevisiae) ENSMUSG00000037259 241688 Dzankl 0.228204039 0.043045679 double zinc ribbon and ankyrin repeat domains 1 ENSMUSG00000056832 264134 Ttc26 0.228007458 0.020792344 tetratricopeptide repeat domain 26 ENSMUSG00000049321 22678 Zfp2 0.22764209 0.038664268 zinc finger protein 2 ENSMUSG00000015961 11566 Adss 0.226751458 0.049518592 adenylosuccinate synthetase, non muscle ENSMUSG00000035437 227800 Rabgap1 0.226514385 0.006634909 RAB GTPase activating protein 1 ENSMUSG00000015243 11303 Abca1 0.226450014 0.016221993 ATP-binding cassette, sub-family A (ABC1), member 1 ENSMUSG00000022661 17470 Cd200 0.225742345 0.030387239 CD200 antigen ENSMUSG00000042712 22381 Wbp5 0.225596188 0.049474183 WW domain binding protein 5 ENSMUSG00000097164 67723 Cep83os 0.225535122 0.04188267 centrosomal protein 83, opposite strand ENSMUSG00000029422 208606 Rsrc2 0.225415872 0.035542085 arginine/serine-rich coiled-coil 2 ENSMUSG00000000804 237898 Usp32 0.225208622 0.035277781 ubiquitin specific peptidase 32 ENSMUSG00000050912 71929 Tmem123 0.225011918 0.038813575 transmembrane protein 123 ENSMUSG00000063145 72569 Bbs5 0.224938684 0.041921608 Bardet-Biedl syndrome 5 (human) ENSMUSG00000022829 207227 Stxbp5l 0.224595826 0.046823764 syntaxin binding protein 5-like ENSMUSG00000035572 242418 Dcaf10 0.224014001 0.026006131 DDB1 and CUL4 associated factor 10 ENSMUSG00000027601 67472 Mtfr1 0.223650577 0.041605282 mitochondrial fission regulator 1 ENSMUSG00000024943 226026 Smc5 0.223582451 0.03810266 structural maintenance of chromosomes 5 ENSMUSG00000050334 320203 C130071C03Rik 0.223573986 0.024580372 RIKEN cDNA C130071C03 gene ENSMUSG00000028399 19266 Ptprd 0.223113281 0.01321842 protein tyrosine phosphatase, receptor type, D ENSMUSG00000079157 270028 Fam155a 0.222102287 0.027332246 family with sequence similarity 155, member A ENSMUSG00000049800 58172 Sertad2 0.221939855 0.036713429 SERTA domain containing 2 ENSMUSG00000079184 75339 Mphosph8 0.221591847 0.04437153 M-phase phosphoprotein 8 ENSMUSG00000040265 103967 Dnm3 0.221432169 0.022767786 clynamin 3 ENSMUSG00000042520 74383 Ubap2l 0.221368973 0.016610567 ubiquitin-associated protein 2-like ENSMUSG00000024068 50850 Spast 0.221017476 0.048976124 spastin ENSMUSG00000034621 237943 Gpatch8 0.220793652 0.028462508 G patch domain containing 8 ENSMUSG00000032582 19654 Rbm6 0.220784886 0.004528565 RNA binding motif protein 6 ENSMUSG00000050064 242109 Zfp697 0.220285637 0.036713429 zinc finger protein 697 ENSMUSG00000056267 68121 Cep70 0.219880057 0.037187025 centrosomal protein 70 ENSMUSG00000032186 50876 Tmod2 0.219569946 0.012314063 tropomodulin 2 ENSMUSG00000054414 66500 Slc30a7 0.219535068 0.033129059 solute carrier family 30 (zinc transporter), member 7 ENSMUSG00000020541 71943 Tom1l1 0.218960786 0.033729709 target of myb1-like 1 (chicken) ENSMUSG00000038774 77987 Ascc3 0.218595797 0.023342687 activating signal cointegrator 1 complex subunit 3 ENSMUSG00000020128 245944 Vps54 0.217833134 0.025407964 VPS54 GARP complex subunit ENSMUSG00000047888 213988 Tnrc6b 0.217700709 0.01155039 trinucleotide repeat containing 6b ENSMUSG00000042508 23857 Dmtf1 0.217413777 0.015096311 cyclin D binding myb-like transcription factor 1 ENSMUSG00000040612 100039795 Ildr2 0.217380561 0.031409398 immunoglobulin-like domain containing receptor 2 ENSMUSG00000027796 55994 Smad9 0.216355728 0.048459616 SMAD family member 9 ENSMUSG00000057716 434008 Tmem178b 0.216200573 0.007996324 transmembrane protein 178B ENSMUSG00000027433 24128 Xm2 0.215610012 0.013981585 5′-3′exoribonuclease 2 ENSMUSG00000022961 20658 Son 0.215511877 0.02071922 Son DNA binding protein ENSMUSG00000070544 21969 Top1 0.21540305 0.02022099 topoisomerase (DNA) I ENSMUSG00000039037 26938 St6galnac5 0.215098072 0.014440908 ST6 (alpha-N-acetyl-neuraminyl- 2,3-beta-galactosyl-1,3)-N- acetylgalactosaminide alpha-2,6- sialyltransferase 5 ENSMUSG00000021188 109181 Trip11 0.214975615 0.047213986 thyroid hormone receptor interactor 11 ENSMUSG00000060371 140904 Caln1 0.214576168 0.008435647 calneuron 1 ENSMUSG00000039126 353211 Prune2 0.214254493 0.008027523 prune homolog 2 ENSMUSG00000071533 76302 Pcnp 0.213665207 0.039345584 PEST proteolytic signal containing nuclear protein ENSMUSG00000022781 224105 Pak2 0.213641046 0.035736425 p21 protein (Cdc42/Rac)-activated kinase 2 ENSMUSG00000026576 11931 Atp1b1 0.213610727 0.011083033 ATPase, Na+/K+ transporting, beta 1 polypeptide ENSMUSG00000033417 78832 Cacul1 0.213523412 0.048997766 CDK2 associated, cullin domain 1 ENSMUSG00000008489 15569 Elavl2 0.213304059 0.020056896 ELAV (embryonic lethal, abnormal vision, Drosophila)-like 2 (Hu antigen B) ENSMUSG00000001986 53623 Gria3 0.213131533 0.020897538 glutamate receptor, ionotropic, AMPA3 (alpha 3) ENSMUSG00000062519 272347 Zfp398 0.212698046 0.021696902 zinc finger protein 398 ENSMUSG00000042105 101490 Inpp5f 0.212484715 0.035537227 inositol polyphosphate-5- phosphatase F ENSMUSG00000024542 70799 Cep192 0.212412542 0.045128357 centrosomal protein 192 ENSMUSG00000034154 68142 Ino80 0.212367965 0.029470151 INO80 complex subunit ENSMUSG00000033499 217980 Larp4b 0.212353266 0.026938218 La ribonucleoprotein domain family, member 4B ENSMUSG00000048027 68799 Rgmb 0.212134772 0.018226427 repulsive guidance molecule family member B ENSMUSG00000027663 22401 Zmat3 0.212047788 0.035883734 zinc finger matrin type 3 ENSMUSG00000028273 56376 Pdlim5 0.212005741 0.03063369 PDZ and LIM domain 5 ENSMUSG00000074656 67204 Eif2s2 0.211960589 0.049513327 eukaryotic translation initiation factor 2, subunit 2 (beta) ENSMUSG00000028245 18201 Nsmaf 0.21116987 0.012278298 neutral sphingomyelinase (N- SMase) activation associated factor ENSMUSG00000036006 193385 Fam65b 0.210705468 0.010568122 family with sequence similarity 65, member B ENSMUSG00000029629 75725 Phf14 0.210419073 0.048894448 PHD finger protein 14 ENSMUSG00000063142 16531 Kcnma1 0.210307206 0.012536473 potassium large conductance calcium-activated channel, subfamily M, alpha member 1 ENSMUSG00000020516 72508 Rps6kb1 0.20998703 0.026020807 ribosomal protein S6 kinase, polypeptide 1 ENSMUSG00000036099 215008 Vezt 0.209555467 0.003638852 vezatin, adherens junctions transmembrane protein ENSMUSG00000040044 50793 Orc3 0.209337896 0.048044254 origin recognition complex, subunit 3 ENSMUSG00000000197 338370 Nalcn 0.208351291 0.043203402 sodium leak channel, non-selective ENSMUSG00000008763 17156 Man1a2 0.208320344 0.035537227 mannosidase, alpha, class 1A, member 2 ENSMUSG00000061887 72475 Ssbp3 0.208086148 0.015854098 single-stranded DNA binding protein 3 ENSMUSG00000042305 57439 Tmem183a 0.208052758 0.031897722 transmembrane protein 183A ENSMUSG00000049038 74238 Mterf2 0.207964401 0.048312414 mitochondrial transcription termination factor 2 ENSMUSG00000023092 14199 Fhl1 0.207942328 0.033238428 four and a half LIM domains 1 ENSMUSG00000014353 72477 Tmem87b 0.207740378 0.040736943 transmembrane protein 87B ENSMUSG00000038546 56705 Ranbp9 0.207471924 0.038112875 RAN binding protein 9 ENSMUSG00000044807 30944 Zfp354c 0.207179403 0.047593635 zinc finger protein 354C ENSMUSG00000029992 14583 Gfpt1 0.207145919 0.017334618 glutamine fructose-6-phosphate transaminase 1 ENSMUSG00000022973 104015 Synj1 0.206904254 0.015244082 synaptojanin 1 ENSMUSG00000025245 93730 Lztfl1 0.206675736 0.029269343 leucine zipper transcription factor- like 1 ENSMUSG00000026425 14270 Srgap2 0.206009175 0.004704938 SLIT-ROBO Rho GTPase activating protein 2 ENSMUSG00000031922 74360 Cep57 0.205750008 0.03327754 centrosomal protein 57 ENSMUSG00000035954 238130 Dock4 0.20573986 0.03715243 dedicator of cytokinesis 4 ENSMUSG00000074749 228730 Kiz 0.205584594 0.041526111 kizuna centrosomal protein ENSMUSG00000025092 73442 Hspa12a 0.205330067 0.013905744 heat shock protein 12A ENSMUSG00000020070 70432 Rufy2 0.205258052 0.014172146 RUN and FYVE domain-containing 2 ENSMUSG00000018501 20185 Ncor1 0.204732915 0.028689222 nuclear receptor co-repressor 1 ENSMUSG00000090100 140810 Ttbk2 0.204587478 0.048688376 tau tubulin kinase 2 ENSMUSG00000047126 67300 Cltc 0.204299841 0.049841511 clathrin, heavy polypeptide (Hc) ENSMUSG00000033282 244585 Rpgrip1l 0.2041518 0.026780897 Rpgrip1-like ENSMUSG00000033436 67416 Armcx2 0.204144786 0.028313696 armadillo repeat containing, X- linked 2 ENSMUSG00000021690 57748 Jmy 0.204108774 0.039879385 junction-mediating and regulatory protein ENSMUSG00000020454 74203 Eif4enif1 0.203423506 0.017109066 eukaryotic translation initiation factor 4E nuclear import factor 1 ENSMUSG00000021474 14057 Sfxn1 0.203336349 0.026966187 sideroflexin 1 ENSMUSG00000034111 382620 Tmed8 0.203091949 0.044474565 transmembrane emp24 domain containing 8 ENSMUSG00000037533 192786 Rapgef6 0.20289038 0.026899327 Rap guanine nucleotide exchange factor (GEF) 6 ENSMUSG00000027620 170791 Rbm39 0.202584465 0.019700695 RNA binding motif protein 39 ENSMUSG00000021007 104871 Spata7 0.202364487 0.028689222 spermatogenesis associated 7 ENSMUSG00000071659 68693 Hnmpul2 0.201873332 0.00874997 heterogeneous nuclear ribonucleoprotein U-like 2 ENSMUSG00000003992 66970 SSbp2 0.201507353 0.029222521 single-stranded DNA binding protein 2 ENSMUSG00000023883 72057 Phf10 0.2012423 0.046012024 PHD finger protein 10 ENSMUSG00000009575 12419 Cbx5 0.200969005 0.032840549 chromobox 5 ENSMUSG00000069769 76626 Msi2 0.200795909 0.039283859 musashi RNA-binding protein 2 ENSMUSG00000024109 18189 Nrxn1 0.200056394 0.016961463 neurexin I ENSMUSG00000022141 71175 Nipbl 0.199938208 0.03788271 Nipped-B homolog (Drosophila) ENSMUSG00000041303 98488 Gtf3c3 0.199377062 0.042747738 general transcription factor IIIC, polypeptide 3 ENSMUSG00000038187 68815 Btbd10 0.199334818 0.042539146 BTB (POZ) domain containing 10 ENSMUSG00000031529 21951 Tnks 0.198462089 0.035190472 tankyrase, TRF1-interacting ankyrin-related ADP-ribose polymerase ENSMUSG00000040537 11496 Adam22 0.198275407 0.040444896 a disintegrin and metallopeptidase domain 22 ENSMUSG00000026587 11899 Astn1 0.198045384 0.027978558 astrotactin 1 ENSMUSG00000027012 13427 Dync1i2 0.197949549 0.018993844 dynein cytoplasmic 1 intermediate chain 2 ENSMUSG00000024500 72930 Ppp2r2b 0.197795507 0.03327754 protein phosphatase 2, regulatory subunit B, beta ENSMUSG00000017421 22680 Zfp207 0.197769038 0.043045679 zinc finger protein 207 ENSMUSG00000041923 319211 Nol4 0.197697174 0.036209718 nucleolar protein 4 ENSMUSG00000031256 108062 Cstf2 0.197277527 0.028143464 cleavage stimulation factor, 3′ pre- RNA subunit 2 ENSMUSG00000034243 224139 Golgb1 0.196566309 0.033370145 golgi autoantigen, golgin subfamily b, macrogolgin 1 ENSMUSG00000015968 12289 Cacna1d 0.195669015 0.038174076 calcium channel, voltage- dependent, L type, alpha 1D subunit ENSMUSG00000035623 233532 Rsf1 0.195052102 0.023375279 remodeling and spacing factor 1 ENSMUSG00000044647 77771 Csmp3 0.194881214 0.034451439 cysteine-serine-rich nuclear protein 3 ENSMUSG00000068036 17356 Afdn 0.194796004 0.004136676 afadin, adherens junction formation factor ENSMUSG00000026113 269180 Inpp4a 0.194386911 0.025893233 inositol polyphosphate-4- phosphatase, type I ENSMUSG00000042447 252875 Mios 0.194277072 0.041478328 missing oocyte, meiosis regulator, homolog (Drosophila) ENSMUSG00000042249 320129 Grk3 0.194110031 0.035938921 G protein-coupled receptor kinase 3 ENSMUSG00000020859 70834 Spag9 0.193267233 0.043223052 sperm associated antigen 9 ENSMUSG00000042302 216565 Ehbp1 0.192933231 0.037667395 EH domain binding protein 1 ENSMUSG00000030264 14911 Thumpd3 0.192341342 0.045447791 THUMP domain containing 3 ENSMUSG00000066760 26436 Psg16 0.192238427 0.030498329 pregnancy specific glycoprotein 16 ENSMUSG00000053025 64176 Sv2b 0.192183513 0.046469129 synaptic vesicle glycoprotein 2 b ENSMUSG00000053477 21413 Tcf4 0.191263436 0.035542085 transcription factor 4 ENSMUSG00000025949 18711 Pikfyve 0.190942512 0.038996555 phosphoinositide kinase, FYVE finger containing ENSMUSG00000028514 329908 Usp24 0.190918234 0.014644358 ubiquitin specific peptidase 24 ENSMUSG00000057181 70591 5730455P16Rik 0.190707943 0.013111259 RIKEN cDNA 5730455P16 gene ENSMUSG00000056050 0.190432627 0.041140952 ENSMUSG00000020170 327826 Frs2 0.190061497 0.033756594 fibroblast growth factor receptor substrate 2 ENSMUSG00000034593 17918 Myo5a 0.18970683 0.031060625 myosin VA ENSMUSG00000027506 21985 Tpd52 0.189325395 0.046539706 tumor protein D52 ENSMUSG00000025423 17344 Pias2 0.189177883 0.031817567 protein inhibitor of activated STAT 2 ENSMUSG00000006818 20656 Sod2 0.188856211 0.048290317 superoxide dismutase 2, mitochondrial ENSMUSG00000040389 99512 Wdr47 0.187129138 0.038687074 WD repeat domain 47 ENSMUSG00000036667 77574 Tcaf1 0.18677506 0.017406484 TRPM8 channel-associated factor 1 ENSMUSG00000068373 241589 D430041D05Rik 0.186248243 0.017109066 RIKEN cDNA D430041D05 gene ENSMUSG00000031878 234664 Nae1 0.186232738 0.047268143 NEDD8 activating enzyme E1 subunit 1 ENSMUSG00000025060 20874 Slk 0.185955846 0.038017312 STE20-like kinase ENSMUSG00000036698 239528 Ago2 0.182500471 0.047890046 argonaute RISC catalytic subunit 2 ENSMUSG00000024581 108123 Napg 0.181986394 0.039480072 N-ethylmaleimide sensitive fusion protein attachment protein gamma ENSMUSG00000002265 18616 Peg3 0.181748888 0.011462086 paternally expressed 3 ENSMUSG00000019790 78808 Stxbp5 0.18159848 0.030539402 syntaxin binding protein 5 (tomosyn) ENSMUSG00000035151 244548 Elmod2 0.181443093 0.026020381 ELMO/CED-12 domain containing 2 ENSMUSG00000005893 22026 Nr2c2 0.18119774 0.031518194 nuclear receptor subfamily 2, group C, member 2 ENSMUSG00000053580 77097 Tanc2 0.179562478 0.029269343 tetratricopeptide repeat, ankyrin repeat and coiled-coil containing 2 ENSMUSG00000001173 320634 Ocrl 0.17898632 0.017200534 oculocerebrorenal syndrome of Lowe ENSMUSG00000037071 20249 Scd1 0.17892271 0.049177438 stearoyl-Coenzyme A desaturase 1 ENSMUSG00000073725 68421 Lmbrd1 0.178054939 0.035584241 LMBR1 domain containing 1 ENSMUSG00000022635 67197 Zcrb1 0.177374602 0.030770903 zinc finger CCHC-type and RNA binding motif 1 ENSMUSG00000020368 12330 Canx 0.177076056 0.045205969 calnexin ENSMUSG00000038664 235439 Herc1 0.177034586 0.017095122 HECT and RLD domain containing E3 ubiquitin protein ligase family member 1 ENSMUSG00000052727 17755 Map1b 0.175613276 0.033729709 microtubule-associated protein 1B ENSMUSG00000070520 66647 Ndnl2 0.175540305 0.041942669 necdin-like 2 ENSMUSG00000027652 228850 Ralgapb 0.173660631 0.011131959 Ral GTPase activating protein, beta subunit (non-catalytic) ENSMUSG00000058690 72972 Ccser2 0.172423489 0.030550087 coiled-coil serine rich 2 ENSMUSG00000024045 56399 Akap8 0.1706881 0.047959508 A kinase (PRKA) anchor protein 8 ENSMUSG00000033214 75409 Slitrk5 0.16984834 0.037187025 SLIT and NTRK-like family, member 5 ENSMUSG00000029227 66899 Fip1l1 0.168854483 0.028481058 FIP1 like 1 (S. cerevisiae) ENSMUSG00000052707 233833 Tnrc6a 0.167931926 0.048569817 trinucleotide repeat containing 6a ENSMUSG00000041268 235380 Dmxl2 0.166442852 0.049841511 Dmx-like 2 ENSMUSG00000020721 78455 Helz 0.164635905 0.037791214 helicase with zinc finger domain ENSMUSG00000075478 76965 Slitrk1 0.156154492 0.030579905 SLIT and NTRK-like family, member 1 ENSMUSG00000037487 70790 Ubr5 0.155027023 0.035495479 ubiquitin protein ligase E3 component n-recognin 5 ENSMUSG00000056755 108073 Grm7 0.154925095 0.044895847 glutamate receptor, metabotropic 7 ENSMUSG00000020181 260315 Nav3 0.149307136 0.024128717 neuron navigator 3 ENSMUSG00000054263 16880 Lifr 0.145811607 0.031362416 leukemia inhibitory factor receptor ENSMUSG00000018326 54401 Ywhab 0.140769822 0.043780099 tyrosine 3- monooxygenase/tryptophan 5- monooxygenase activation protein, beta polypeptide ENSMUSG00000022536 74022 Glyr1 −0.138679754 0.043784958 glyoxylate reductase 1 homolog (Arabidopsis) ENSMUSG00000042506 216825 Usp22 −0.145447512 0.046702542 ubiquitin specific peptidase 22 ENSMUSG00000058594 50755 Fbxo18 −0.150809272 0.038687074 F-box protein 18 ENSMUSG00000027220 80976 Syt13 −0.15437275 0.038745523 synaptotagmin XIII ENSMUSG00000035569 77087 Ankrd11 −0.154374168 0.029804508 ankyrin repeat domain 11 ENSMUSG00000028478 12757 Cita −0.157325437 0.043223052 clathrin, light polypeptide (Lca) ENSMUSG00000021476 56541 Habp4 −0.158566968 0.047740412 hyaluronic acid binding protein 4 ENSMUSG00000025871 97820 4833439L19Rik −0.161880625 0.022746493 RIKEN cDNA 4833439L19 gene ENSMUSG00000010277 72503 2610507B11Rik −0.163240505 0.038308662 RIKEN cDNA 2610507B11 gene ENSMUSG00000015176 70769 Nolc1 −0.165994795 0.04928913 nucleolar and coiled-body phosphoprotein 1 ENSMUSG00000047388 234776 Atmin −0.166658253 0.040368494 ATM interactor ENSMUSG00000021559 69635 Dapk1 −0.167752445 0.03551309 death associated protein kinase 1 ENSMUSG00000026473 14645 Glul −0.168883489 0.048396812 glutamate-ammonia ligase (glutamine synthetase) ENSMUSG00000027475 16569 Kif3b −0.168979198 0.030432753 kinesin family member 3B ENSMUSG00000025217 12234 Btrc −0.170148737 0.035190472 beta-transducin repeat containing protein ENSMUSG00000026032 66495 Ndufb3 −0.171593291 0.022606731 NADH dehydrogenase (ubiquinone) 1 beta subcomplex 3 ENSMUSG00000001380 15115 Hars −0.17310952 0.039965226 histidyl-tRNA synthetase ENSMUSG00000029120 269643 Ppp2r2c −0.173575781 0.036258437 protein phosphatase 2, regulatory subunit B, gamma ENSMUSG00000039067 17463 Psmd7 −0.175424201 0.040511844 proteasome (prosome, macropain) 26S subunit, non-ATPase, 7 ENSMUSG00000024983 53611 Vti1a −0.176367744 0.0125064 vesicle transport through interaction with t-SNAREs 1A ENSMUSG00000031532 67887 Saraf −0.17655837 0.045023342 store-operated calcium entry- associated regulatory factor ENSMUSG00000061576 13483 Dpp6 −0.176858764 0.026540021 dipeptidylpeptidase 6 ENSMUSG00000020946 56494 Gosr2 −0.179072063 0.026071951 golgi SNAP receptor complex member 2 ENSMUSG00000003660 320632 Snmp200 −0.180114257 0.02636368 small nuclear ribonucleoprotein 200 (U5) ENSMUSG00000089682 12050 Bcl2l2 −0.180180564 0.026540021 BCL2-1ike 2 ENSMUSG00000067150 72322 Xpo5 −0.182116252 0.048744199 exportin 5 ENSMUSG00000021991 12294 Cacna2d3 −0.18356419 0.041680615 calcium channel, voltage- dependent, alpha2/delta subunit 3 ENSMUSG00000031320 20102 Rps4x −0.184579839 0.046964086 ribosomal protein S4, X-linked ENSMUSG00000045994 76898 B3gat1 −0.18462435 0.049286013 beta-1,3-glucuronyltransferase 1 (glucuronosyltransferase P) ENSMUSG00000068749 26442 Psma5 −0.186619396 0.038963537 proteasome (prosome, macropain) subunit, alpha type 5 ENSMUSG00000033047 223691 Eif3l −0.187111746 0.020172596 eukaryotic translation initiation factor 3, subunit L ENSMUSG00000059796 13681 Eif4a1 −0.187414425 0.038664268 eukaryotic translation initiation factor 4A1 ENSMUSG00000033389 216831 Arhgap44 −0.187523841 0.016494733 Rho GTPase activating protein 44 ENSMUSG00000028452 269523 Vcp −0.187902893 0.030382365 valosin containing protein ENSMUSG00000037742 13627 Eef1a1 −0.188668132 0.004772212 eukaryotic translation elongation factor 1 alpha 1 ENSMUSG00000054309 54451 Cpsf3 −0.189370559 0.042772306 cleavage and polyadenylation specificity factor 3 ENSMUSG00000033545 170737 Znrf1 −0.190227146 0.026006131 zinc and ring finger 1 ENSMUSG00000019124 69938 Scrn1 −0.192415207 0.013155585 secernin 1 ENSMUSG00000025413 72354 Ttc4 −0.192495357 0.045563064 tetratricopeptide repeat domain 4 ENSMUSG00000022946 70028 Dopey2 −0.193730574 0.0330309 dopey family member 2 ENSMUSG00000024302 13527 Dtna −0.193962497 0.043223052 clystrobrevin alpha ENSMUSG00000027634 29812 Ndrg3 −0.194040936 0.029184119 N-myc downstream regulated gene 3 ENSMUSG00000041936 11603 Agrn −0.194948906 0.028841303 agrin ENSMUSG00000000532 11479 Acvrl b −0.195542299 0.027890383 activin A receptor, type 1B ENSMUSG00000027878 18129 Notch2 −0.196270494 0.038665663 notch 2 ENSMUSG00000025189 83674 Cnnm1 −0.196312748 0.025337605 cyclin M1 ENSMUSG00000026000 14768 Lancl1 −0.197025048 0.002356321 LanC (bacterial lantibiotic synthetase component C)-like 1 ENSMUSG00000029763 20336 Exoc4 −0.197556886 0.013814483 exocyst complex component 4 ENSMUSG00000022771 66053 Ppil2 −0.197730481 0.031406769 peptidylprolyl isomerase (cyclophilin)-like 2 ENSMUSG00000057649 105246 Brd9 −0.19949826 0.032410655 bromodomain containing 9 ENSMUSG00000070304 72821 Scn2b −0.200289311 0.018129063 sodium channel, voltage-gated, type II, beta ENSMUSG00000028936 19934 Rpl22 −0.200528059 0.035810911 ribosomal protein L22 ENSMUSG00000036932 26926 Aifm1 −0.200925166 0.048251151 apoptosis-inducing factor, mitochondrion-associated 1 ENSMUSG00000024104 28006 Fam21 −0.201298401 0.026779212 family with sequence similarity 21 ENSMUSG00000031971 73420 Ccsap −0.20242383 0.01406418 centriole, cilia and spindle associated protein ENSMUSG00000021772 69721 Nkiras1 −0.202438175 0.011733585 NFKB inhibitor interacting Ras-like protein 1 ENSMUSG00000041263 72296 Rusc1 −0.202457035 0.043322327 RUN and SH3 domain containing 1 ENSMUSG00000073755 230757 5730409E04Rik −0.203587014 0.006198195 RIKEN cDNA 5730409E04Rik gene ENSMUSG00000058997 219189 Vwa8 −0.203770279 0.033554414 von Willebrand factor A domain containing 8 ENSMUSG00000038467 75608 Chmp4b −0.203855894 0.015941664 charged multivesicular body protein 4B ENSMUSG00000029364 59043 Wsb2 −0.204250543 0.043223052 WD repeat and SOCS box- containing 2 ENSMUSG00000006717 66834 Acot13 −0.204438511 0.017297968 acyl-CoA thioesterase 13 ENSMUSG00000021895 71704 Arhgef3 −0.204439028 0.027361188 Rho guanine nucleotide exchange factor (GEF) 3 ENSMUSG00000022957 16443 Itsn1 −0.204455407 0.044255811 intersectin 1 (SH3 domain protein 1A) ENSMUSG00000030127 26894 Cops7a −0.205081451 0.046094906 COP9 signalosome subunit 7A ENSMUSG00000046058 386655 Eid2 −0.205183032 0.046981184 EP300 interacting inhibitor of differentiation 2 ENSMUSG00000031668 13666 Eif2ak3 −0.205376279 0.021275924 eukaryotic translation initiation factor 2 alpha kinase 3 ENSMUSG00000020850 192159 Prpf8 −0.205930338 0.04590473 pre-mRNA processing factor 8 ENSMUSG00000029463 68948 Fam216a −0.205981552 0.035521529 family with sequence similarity 216, member A ENSMUSG00000031729 71955 Ist1 −0.206031606 0.043360813 increased sodium tolerance 1 homolog (yeast) ENSMUSG00000038485 192157 Socs7 −0.206043117 0.005602219 suppressor of cytokine signaling 7 ENSMUSG00000037353 68614 Letmd1 −0.206523345 0.024079012 LETM1 domain containing 1 ENSMUSG00000029434 77573 Vps33a −0.206537444 0.00969777 VPS33A CORVET/HOPS core subunit ENSMUSG00000051359 52589 Ncald −0.207174018 0.021486914 neurocalcin delta ENSMUSG00000015536 17434 Mocs2 −0.207295797 0.026378656 molybdenum cofactor synthesis 2 ENSMUSG00000030286 66087 Emc3 −0.208480884 0.040749845 ER membrane protein complex subunit 3 ENSMUSG00000037902 19261 Sirpa −0.209055274 0.029400927 signal-regulatory protein alpha ENSMUSG00000026709 226539 Dars2 −0.209152384 0.032175372 aspartyl-tRNA synthetase 2 (mitochondrial) ENSMUSG00000032118 235180 Fez1 −0.209175253 0.004676242 fasciculation and elongation protein zeta 1 (zygin I) ENSMUSG00000029518 77407 Rab35 −0.209475621 0.032306534 RAB35, member RAS oncogene family ENSMUSG00000005510 68349 Ndufs3 −0.209553222 0.026161559 NADH dehydrogenase (ubiquinone) Fe-S protein 3 ENSMUSG00000053414 26559 Hunk −0.209670911 0.04984278 hormonally upregulated Neu- associated kinase ENSMUSG00000030930 77590 Chst15 −0.210028893 0.045287645 carbohydrate (N- acetylgalactosamine 4-sulfate 6-O) sulfotransferase 15 ENSMUSG00000062070 18655 Pgk1 −0.210482945 0.01662651 phosphoglycerate kinase 1 ENSMUSG00000019731 270066 Slc35e1 −0.210510112 0.018223783 solute carrier family 35, member E1 ENSMUSG00000030337 22317 Vamp1 −0.210790543 0.046363687 vesicle-associated membrane protein 1 ENSMUSG00000022619 60597 Mapk8ip2 −0.211149308 0.027381181 mitogen-activated protein kinase 8 interacting protein 2 ENSMUSG00000050379 56526 6-Sep −0.211279355 0.005496172 septin 6 ENSMUSG00000004096 66070 Cwc15 −0.211687754 0.031409398 CWC15 spliceosome-associated protein ENSMUSG00000071866 268373 Ppia −0.211954889 0.025407964 peptidylprolyl isomerase A ENSMUSG00000039828 545085 Wdr70 −0.213159742 0.047008504 WD repeat domain 70 ENSMUSG00000050608 433771 Minos1 −0.213326337 0.044706566 mitochondrial inner membrane organizing system 1 ENSMUSG00000003518 72349 Dusp3 −0.213492361 0.009783693 dual specificity phosphatase 3 (vaccinia virus phosphatase VH1- related) ENSMUSG00000000374 216131 Trappc10 −0.214486941 0.023209714 trafficking protein particle complex 10 ENSMUSG00000071657 14705 Bscl2 −0.214756417 0.041620932 Berardinelli-Seip congenital lipodystrophy 2 (seipin) ENSMUSG00000027998 53317 Plrg1 −0.215987999 0.021145965 pleiotropic regulator 1 ENSMUSG00000027624 13821 Epb41l1 −0.216351461 0.042975023 erythrocyte membrane protein band 4.1 like 1 ENSMUSG00000038615 18023 Nfe2l1 −0.216394005 0.042591379 nuclear factor, erythroid derived 2,- like 1 ENSMUSG00000004069 83945 Dnaja3 −0.216406962 0.00947679 DnaJ heat shock protein family (Hsp40) member A3 ENSMUSG00000024454 15183 Hdac3 −0.216764627 0.046609841 histone deacetylase 3 ENSMUSG00000044788 328035 Fads6 −0.216884703 0.040749845 fatty acid desaturase domain family, member 6 ENSMUSG00000001416 12462 Cct3 −0.216962467 0.013131686 chaperonin containing Tcp1, subunit 3 (gamma) ENSMUSG00000026991 227937 Pkp4 −0.218036216 0.020167127 plakophilin 4 ENSMUSG00000024527 69597 Afg3l2 −0.218857206 0.013676415 AFG3-like MA ATPase 2 ENSMUSG00000035629 100502698 Rubcn −0.219179624 0.032903723 RUN domain and cysteine-rich domain containing, Beclin 1- interacting protein ENSMUSG00000026933 227634 Camsap1 −0.21920183 0.032644375 calmodulin regulated spectrin- associated protein 1 ENSMUSG00000007097 98660 Atp1a2 −0.220480783 0.021167204 ATPase, Na+/K+ transporting, alpha 2 polypeptide ENSMUSG00000003469 105653 Phyhip −0.220635892 0.02498669 phytanoyl-CoA hydroxylase interacting protein ENSMUSG00000052712 80748 BC004004 −0.220798343 0.005077667 cDNA sequence BC004004 ENSMUSG00000031153 54645 Gripap1 −0.221028039 0.032160015 GRIP1 associated protein 1 ENSMUSG00000043733 19247 Ptpn11 −0.221075103 0.001404888 protein tyrosine phosphatase, non- receptor type 11 ENSMUSG00000001036 13855 Epn2 −0.221324473 0.034724663 epsin 2 ENSMUSG00000028745 12345 Capzb −0.221865136 0.022755217 capping protein (actin filament) muscle Z-line, beta ENSMUSG00000029319 71883 Coq2 −0.222617582 0.040863165 coenzyme Q2 4-hydroxybenzoate polyprenyltransferase ENSMUSG00000022389 21685 Tef −0.222625528 0.01203162 thyrotroph embryonic factor ENSMUSG00000035877 320799 Zhx3 −0.223590906 0.017297968 zinc fingers and homeoboxes 3 ENSMUSG00000030058 54161 Copg1 −0.223914952 0.034746341 coatomer protein complex, subunit gamma 1 ENSMUSG00000032020 72828 Ubash3b −0.224460452 0.043858934 ubiquitin associated and SH3 domain containing, B ENSMUSG00000035776 171486 Cd99l2 −0.224482905 0.020897538 CD99 antigen-like 2 ENSMUSG00000021094 66375 Dhrs7 −0.224631635 0.044942054 dehydrogenase/reductase (SDR family) member 7 ENSMUSG00000025221 80906 Kcnip2 −0.225293577 0.017378516 Kv channel-interacting protein 2 ENSMUSG00000034354 74302 Mtmr3 −0.225672393 0.011874647 myotubularin related protein 3 ENSMUSG00000032305 78323 Fam219b −0.22741976 0.035580328 family with sequence similarity 219, member B ENSMUSG00000031453 19414 Rasa3 −0.227503009 0.026868762 RAS p21 protein activator 3 ENSMUSG00000066640 231863 Fbxl18 −0.227725146 0.049177438 F-box and leucine-rich repeat protein 18 ENSMUSG00000006932 12387 Ctnnb1 −0.228529697 0.022323986 catenin (cadherin associated protein), beta 1 ENSMUSG00000005936 66989 Kctd20 −0.228777278 0.017048863 potassium channel tetramerisation domain containing 20 ENSMUSG00000024248 20463 Cox7a2l −0.229228525 0.007699151 cytochrome c oxidase subunit Vila polypeptide 2-like ENSMUSG00000029471 207565 Camkk2 −0.230282848 0.005120064 calcium/calmodulin-dependent protein kinase kinase 2, beta ENSMUSG00000033278 19274 Ptprm −0.230962417 0.046066757 protein tyrosine phosphatase, receptor type, M ENSMUSG00000018547 108083 Pip4k2b −0.231445173 0.043360813 phosphatidylinositol-5-phosphate 4- kinase, type 11, beta ENSMUSG00000025025 17859 Mxi1 −0.231620868 0.011118862 MAX interactor 1, dimerization protein ENSMUSG00000064145 23807 Arih2 −0.232017715 0.021420593 ariadne RBR E3 ubiquitin protein ligase 2 ENSMUSG00000024978 14732 Gpam −0.232689688 0.00387336 glycerol-3-phosphate acyltransferase, mitochondrial ENSMUSG00000006127 19062 Inpp5k −0.234148561 0.021628342 inositol polyphosphate 5- phosphatase K ENSMUSG00000011179 18263 Odc1 −0.234441839 0.016961463 ornithine decarboxylase, structural 1 ENSMUSG00000016552 239554 Foxred2 −0.235857463 0.045128357 FAD-dependent oxidoreductase domain containing 2 ENSMUSG00000034432 108679 Cops8 −0.23590515 0.002911063 COP9 signalosome subunit 8 ENSMUSG00000071650 14376 Ganab −0.236235899 0.009551105 alpha glucosidase 2 alpha neutral subunit ENSMUSG00000014349 268470 Ube2z −0.236320525 0.044840327 ubiquitin-conjugating enzyme E2Z ENSMUSG00000026927 68112 Sdccag3 −0.236652 0.028232579 serologically defined colon cancer antigen 3 ENSMUSG00000001786 69754 Fbxo7 −0.23673792 0.034153296 F-box protein 7 ENSMUSG00000020628 217449 Trappc12 −0.23703382 0.019951725 trafficking protein particle complex 12 ENSMUSG00000055675 74901 Kbtbd11 −0.237156874 0.00601558 kelch repeat and BTB (POZ) domain containing 11 ENSMUSG00000037257 66939 Aagab −0.237354851 0.016109381 alpha− and gamma-adaptin binding protein ENSMUSG00000005886 17978 Ncoa2 −0.237953584 0.047256007 nuclear receptor coactivator 2 ENSMUSG00000041852 21411 Tcf20 −0.238041359 0.024578427 transcription factor 20 ENSMUSG00000031819 18117 Emc8 −0.23834092 0.010364417 ER membrane protein complex subunit 8 ENSMUSG00000053838 209586 Nudcd3 −0.238370675 0.027571434 NudC domain containing 3 ENSMUSG00000016940 70382 Kctd2 −0.238910209 0.036040264 potassium channel tetramerisation domain containing 2 ENSMUSG00000046862 242736 Pramef8 −0.238996248 0.048997766 FRAME family member 8 ENSMUSG00000020898 68964 Ctc1 −0.239516961 0.047069415 CTS telomere maintenance complex component 1 ENSMUSG00000024640 107272 Psat1 −0.239620074 0.007738756 phosphoserine aminotransferase 1 ENSMUSG00000031700 108682 Gpt2 −0.239821424 0.013571754 glutamic pyruvate transaminase (alanine aminotransferase) 2 ENSMUSG00000029063 192185 Nadk −0.240453253 0.031599635 NAD kinase ENSMUSG00000071369 26408 Map3k5 −0.2407662 0.01807201 mitogen-activated protein kinase kinase kinase 5 ENSMUSG00000004460 67838 Dnajb11 −0.240797203 0.02009524 DnaJ heat shock protein family (Hsp40) member B11 ENSMUSG00000039671 228880 Zmynd8 −0.240809592 0.033483715 zinc finger, MYND-type containing 8 ENSMUSG00000038486 64051 Sv2a −0.241259894 0.039626368 synaptic vesicle glycoprotein 2 a ENSMUSG00000037536 78938 Fbxo34 −0.241274331 0.039484285 F-box protein 34 ENSMUSG00000029076 20318 Sdf4 −0.241313897 0.016463732 stromal cell derived factor 4 ENSMUSG00000030350 381813 Prmt8 −0.241685333 0.007880612 protein arginine N- methyltransferase 8 ENSMUSG00000002052 20926 Supt6 −0.24190341 0.032964116 suppressor of Ty 6 ENSMUSG00000028567 66073 Txndc12 −0.242281823 0.02357533 thioredoxin domain containing 12 (endoplasmic reticulum) ENSMUSG00000031376 320707 Atp2b3 −0.242705225 0.044619432 ATPase, Ca++ transporting, plasma membrane 3 ENSMUSG00000037287 272589 Tbcel −0.242897538 0.047589623 tubulin folding cofactor E-like ENSMUSG00000038170 83679 Pde4dip −0.242980235 0.008856376 phosphodiesterase 4D interacting protein (myomegalin) ENSMUSG00000059213 13199 Ddn −0.24357295 0.007417862 dendrin ENSMUSG00000028957 18628 Per3 −0.243682008 0.014122378 period circadian clock 3 ENSMUSG00000023800 24001 Tiam2 −0.24409618 0.027987337 T cell lymphoma invasion and metastasis 2 ENSMUSG00000026424 171469 Gpr37l1 −0.244139325 0.017297968 G protein-coupled receptor 37-like 1 ENSMUSG00000017639 268451 Rab11fip4 −0.244486555 0.022252373 RAB11 family interacting protein 4 (class II) ENSMUSG00000020523 67726 Fam114a2 −0.245127009 0.016087195 family with sequence similarity 114, member A2 ENSMUSG00000025151 94275 Maged1 −0.246201433 0.038687074 melanoma antigen, family D, 1 ENSMUSG00000034839 67557 Larp6 −0.246599411 0.01495083 La ribonucleoprotein domain family, member 6 ENSMUSG00000031985 14712 Gnpat −0.246918807 0.021507544 glyceronephosphate O- acyltransferase ENSMUSG00000022426 74158 Josd1 −0.247653373 0.00947519 Josephin domain containing 1 ENSMUSG00000008683 267019 Rps15a −0.247739274 0.014546441 ribosomal protein S15A ENSMUSG00000017734 52840 Dbndd2 −0.248002377 0.008913482 clysbindin (dystrobrevin binding protein 1) domain containing 2 ENSMUSG00000021820 12325 Camk2g −0.248201996 0.017109066 calcium/calmodulin-dependent protein kinase II gamma ENSMUSG00000032612 22258 Usp4 −0.248208545 0.015293069 ubiquitin specific peptidase 4 (proto-oncogene) ENSMUSG00000020571 71853 Pdia6 −0.248577455 0.028840169 protein disulfide isomerase associated 6 ENSMUSG00000052833 56459 Sae1 −0.248752943 0.00519215 SUMO1 activating enzyme subunit 1 ENSMUSG00000050947 229715 Amigo1 −0.248856766 0.007370161 adhesion molecule with Ig like domain 1 ENSMUSG00000041720 224020 Pi4ka −0.249088519 0.027987337 phosphatidylinositol 4-kinase, catalytic, alpha polypeptide ENSMUSG00000034190 105513 Chmp7 −0.249438567 0.044474565 charged multivesicular body protein 7 ENSMUSG00000035086 56208 Becn1 −0.249793913 0.002356321 beclin 1, autophagy related ENSMUSG00000015711 229589 Prune1 −0.250548105 0.032272577 prune exopolyphosphatase ENSMUSG00000027406 170718 Idh3b −0.250742874 0.006275636 isocitrate dehydrogenase 3 (NAD+) beta ENSMUSG00000006736 67125 Tspan31 −0.252335231 0.043784958 tetraspanin 31 ENSMUSG00000025422 216439 Agap2 −0.252447936 0.047193717 ArfGAP with GTPase domain, ankyrin repeat and PH domain 2 ENSMUSG00000024065 57440 Ehd3 −0.252540632 0.006413641 EH-domain containing 3 ENSMUSG00000031840 19339 Rab3a −0.252598202 0.026540021 RAB3A, member RAS oncogene family ENSMUSG00000025133 101861 Ints4 −0.253140724 0.013947569 integrator complex subunit 4 ENSMUSG00000009733 21422 Tfcp2 −0.253204299 0.03102444 transcription factor CP2 ENSMUSG00000072825 217882 Cep170b −0.253390509 0.035181459 centrosomal protein 170B ENSMUSG00000032383 19035 Ppib −0.253587729 0.017512637 peptidylprolyl isomerase B ENSMUSG00000045114 69017 Prrt2 −0.253742671 0.041981997 proline-rich transmembrane protein 2 ENSMUSG00000055932 26383 Fto −0.253860756 0.024740354 fat mass and obesity associated ENSMUSG00000022454 54003 Nell2 −0.254157578 0.016245091 NEL-like 2 ENSMUSG00000008604 94232 Ubqln4 −0.254501884 0.013003374 ubiquilin 4 ENSMUSG00000033732 101943 Sf3b3 −0.255126853 0.014950845 splicing factor 3b, subunit 3 ENSMUSG00000028081 20091 Rps3a1 −0.255341373 0.001801515 ribosomal protein S3A1 ENSMUSG00000005683 12974 Cs −0.255420438 0.018198169 citrate synthase ENSMUSG00000039461 102791 Tcta −0.255658755 0.021656475 T cell leukemia translocation altered gene ENSMUSG00000090213 407243 Tmem189 −0.255659118 0.045276898 transmembrane protein 189 ENSMUSG00000020431 432530 Adcy1 −0.255682914 0.038004045 adenylate cyclase 1 ENSMUSG00000028430 230082 Nol6 −0.255696151 0.024027306 nucleolar protein family 6 (RNA- associated) ENSMUSG00000026851 227707 BC005624 −0.255886165 0.030738659 cDNA sequence BC005624 ENSMUSG00000020923 21429 Ubtf −0.257168101 0.008685332 upstream binding transcription factor, RNA polymerase I ENSMUSG00000048458 109050 Fam212b −0.257197282 0.006022688 family with sequence similarity 212, member B ENSMUSG00000021578 67433 Ccdc127 −0.257454584 0.01809243 coiled-coil domain containing 127 ENSMUSG00000005103 22388 Wdr1 −0.257867003 0.017044825 WD repeat domain 1 ENSMUSG00000053436 26416 Mapk14 −0.25806173 0.003295585 mitogen-activated protein kinase 14 ENSMUSG00000021130 108760 Galnt16 −0.258191833 0.03165462 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 16 ENSMUSG00000042763 215090 Maneal −0.258424057 0.005178912 mannosidase, endo-alpha-like ENSMUSG00000015087 227624 Rabl6 −0.258851216 0.001577619 RAB, member RAS oncogene family-like 6 ENSMUSG00000022031 74195 Elp3 −0.25910213 0.034351299 elongator acetyltransferase complex subunit 3 ENSMUSG00000022185 56215 Acin1 −0.259511769 0.009783693 apoptotic chromatin condensation inducer 1 ENSMUSG00000033444 74392 Specc1l −0.259665912 0.020318811 sperm antigen with calponin homology and coiled-coil domains 1-like ENSMUSG00000032470 17532 Mras −0.259683372 0.006705787 muscle and microspikes RAS ENSMUSG00000038437 246198 Mllt6 −0.259841394 0.025454387 myeloid/lymphoid or mixed-lineage leukemia; translocated to, 6 ENSMUSG00000046364 26451 Rpl27a −0.260120642 0.00437341 ribosomal protein L27A ENSMUSG00000020032 77976 Nuak1 −0.261764777 0.049477202 NUAK family, SNF1-like kinase, 1 ENSMUSG00000033615 12889 Cplx1 −0.262056726 0.029357419 complexin 1 ENSMUSG00000031154 54644 Otud5 −0.262347914 0.002170917 OTU domain containing 5 ENSMUSG00000032802 76650 Srxn1 −0.262762027 0.014432784 sulfiredoxin 1 homolog (S. cerevisiae) ENSMUSG00000025369 68094 Smarcc2 −0.262810899 0.00889147 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily c, member 2 ENSMUSG00000022779 21976 Top3b −0.263630867 0.038750304 topoisomerase (DNA) III beta ENSMUSG00000024414 94064 Mrpl27 −0.263790624 0.019823985 mitochondrial ribosomal protein L27 ENSMUSG00000029649 66537 Pomp −0.264199131 0.029804508 proteasome maturation protein ENSMUSG00000029053 18762 Prkcz −0.264571882 0.007162559 protein kinase C, zeta ENSMUSG00000017802 67998 Fam134c −0.264798924 0.011630092 family with sequence similarity 134, member C ENSMUSG00000056602 320365 Fry −0.265290085 0.038578288 FRY microtubule binding protein ENSMUSG00000013275 98396 Slc41a1 −0.265689786 0.006126242 solute carrier family 41, member 1 ENSMUSG00000020484 22433 Xbp1 −0.266190848 0.007536879 X-box binding protein 1 ENSMUSG00000049807 58996 Arhgap23 −0.266684834 0.015230798 Rho GTPase activating protein 23 ENSMUSG00000004071 66626 Cdip1 −0.267090184 0.007828246 cell death inducing Trp53 target 1 ENSMUSG00000071646 23942 Mta2 −0.267433356 0.01769178 metastasis-associated gene family, member 2 ENSMUSG00000041765 68889 Ubac2 −0.267499891 0.038867887 ubiquitin associated domain containing 2 ENSMUSG00000078429 52468 Ctdsp2 −0.267725772 0.012332469 CTD (carboxy-terminal domain, RNA polymerase II, polypeptide A) small phosphatase 2 ENSMUSG00000058975 16502 Kcnc1 −0.267797701 0.032980662 potassium voltage gated channel, Shaw-related subfamily, member 1 ENSMUSG00000040236 66682 Trappc5 −0.267849002 0.040736943 trafficking protein particle complex 5 ENSMUSG00000036062 230085 Phf24 −0.267991346 0.018319296 PHD finger protein 24 ENSMUSG00000022965 15980 Ifngr2 −0.268210743 0.005443427 interferon gamma receptor 2 ENSMUSG00000004789 78920 Dlst −0.26850413 0.007433333 dihydrolipoamide 5- succinyltransferase (E2 component of 2-oxo-glutarate complex) ENSMUSG00000038332 140742 Sesn1 −0.268658257 0.005450124 sestrin 1 ENSMUSG00000034853 329910 Acot11 −0.26913719 0.045343381 acyl-CoA thioesterase 11 ENSMUSG00000018999 58246 Slc35b4 −0.269321213 0.021964618 solute carrier family 35, member B4 ENSMUSG00000025130 18453 P4hb −0.270072214 0.007905396 prolyl 4-hydroxylase, beta polypeptide ENSMUSG00000015094 18146 Npdc1 −0.270741054 0.037032533 neural proliferation, differentiation and control 1 ENSMUSG00000028140 78523 Mrpl9 −0.270884974 0.013208788 mitochondrial ribosomal protein L9 ENSMUSG00000021254 70373 Gpatch2l −0.271654793 0.011201756 G patch domain containing 2 like ENSMUSG00000004031 240843 Brinp2 −0.272252125 0.048997766 bone morphogenic protein/retinoic acid inducible neural-specific 2 ENSMUSG00000031835 56453 Mbtps1 −0.272856187 0.016433439 membrane-bound transcription factor peptidase, site 1 ENSMUSG00000025332 20591 Kdm5c −0.272983696 0.009303766 lysine (K)-specific demethylase 5C ENSMUSG00000027378 53885 Nphp1 −0.273558446 0.026986427 nephronophthisis 1 (juvenile) homolog (human) ENSMUSG00000018411 17762 Mapt −0.27386097 0.011423699 microtubule-associated protein tau ENSMUSG00000024528 67222 Srfbp1 −0.274710411 0.025909535 serum response factor binding protein 1 ENSMUSG00000032773 12669 Chrm1 −0.274961337 0.033511304 cholinergic receptor, muscarinic 1, CNS ENSMUSG00000017715 74451 Pgs1 −0.275048146 0.010460161 phosphatidylglycerophosphate synthase 1 ENSMUSG00000022390 20286 Zc3h7b −0.275530007 0.027496156 zinc finger CCCH type containing 7B ENSMUSG00000049299 245828 Trappc1 −0.275783491 0.029288325 trafficking protein particle complex 1 ENSMUSG00000023094 76467 Msrb2 −0.276158139 0.009037806 methionine sulfoxide reductase B2 ENSMUSG00000044117 67254 2900011O08Rik −0.276543261 0.032181211 RIKEN cDNA 2900011O08 gene ENSMUSG00000027897 229706 Slc6a17 −0.276804722 0.041478328 solute carrier family 6 (neurotransmitter transporter), member 17 ENSMUSG00000032507 72179 Fbxl2 −0.277336239 0.026983762 F-box and leucine-rich repeat protein 2 ENSMUSG00000027533 16592 Fabp5 −0.277484476 0.00667933 fatty acid binding protein 5, epidermal ENSMUSG00000039976 207592 Tbc1d16 −0.277686025 0.027651551 TBC1 domain family, member 16 ENSMUSG00000033208 20203 S100b −0.277950133 0.00574018 S100 protein, beta polypeptide, neural ENSMUSG00000027651 70470 Rprd1b −0.278602782 0.016805775 regulation of nuclear pre-mRNA domain containing 1B ENSMUSG00000036046 223739 5031439G07Rik −0.27921004 0.009037806 RIKEN cDNA 5031439G07 gene ENSMUSG00000069631 72149 Strada −0.279246788 0.024688022 STE20-related kinase adaptor alpha ENSMUSG00000064037 74254 Gpn1 −0.279368202 0.043310304 GPN-loop GTPase 1 ENSMUSG00000031913 116733 Vps4a −0.279799411 0.00584403 vacuolar protein sorting 4A ENSMUSG00000024855 107975 Pacs1 −0.280109529 0.039147363 phosphofurin acidic cluster sorting protein 1 ENSMUSG00000025823 12304 Pdia4 −0.280717999 0.034815271 protein disulfide isomerase associated 4 ENSMUSG00000029819 109648 Npy −0.280748722 0.02613129 neuropeptide Y ENSMUSG00000040055 14623 Gjb6 −0.280803906 0.043553862 gap junction protein, beta 6 ENSMUSG00000001150 54387 Mcm3ap −0.281020192 0.0195895 minichromosome maintenance complex component 3 associated protein ENSMUSG00000063600 75740 Egfem1 −0.281061275 0.029164509 EGF-like and EMI domain containing 1 ENSMUSG00000029621 56443 Arpc1a −0.281500235 0.000874286 actin related protein 2/3 complex, subunit 1A ENSMUSG00000004267 13807 Eno2 −0.281697033 0.00971298 enolase 2, gamma neuronal ENSMUSG00000030701 27276 Plekhb1 −0.281878856 0.002485879 pleckstrin homology domain containing, family B (evectins) member 1 ENSMUSG00000014606 67863 Slc25a11 −0.28198418 0.006765342 solute carrier family 25 (mitochondrial carrier oxoglutarate carrier), member 11 ENSMUSG00000026127 27993 Imp4 −0.282363405 0.005812859 IMP4, U3 small nucleolar ribonucleoprotein ENSMUSG00000056596 69539 Trnp1 −0.282765038 0.032546234 TMF1-regulated nuclear protein 1 ENSMUSG00000069833 66395 Ahnak −0.282987866 0.03948349 AHNAK nucleoprotein (desmoyokin) ENSMUSG00000028495 20104 Rps6 −0.283031078 0.001913946 ribosomal protein S6 ENSMUSG00000020848 13447 Doc2b −0.283322791 0.033162403 double C2, beta ENSMUSG00000056201 12631 Cfl1 −0.283685888 0.024530589 cofilin 1, non-muscle ENSMUSG00000024966 20867 Stip1 −0.283859275 0.041135049 stress-induced phosphoprotein 1 ENSMUSG00000034341 22378 Wbp2 −0.28403338 0.018695515 WW domain binding protein 2 ENSMUSG00000025825 66383 Iscu −0.284189936 0.020792344 iron-sulfur cluster assembly enzyme ENSMUSG00000037010 30878 Apin −0.284725138 0.04909936 apelin ENSMUSG00000071662 67710 Polr2g −0.284825765 0.008516764 polymerase (RNA) II (DNA directed) polypeptide G ENSMUSG00000023805 20975 Synj2 −0.284862594 0.024592739 synaptojanin 2 ENSMUSG00000035953 219024 Tmem55b −0.285119741 0.045505582 transmembrane protein 55b ENSMUSG00000022312 68135 Eif3h −0.285683451 0.004568734 eukaryotic translation initiation factor 3, subunit H ENSMUSG00000028351 56710 Brinp1 −0.285938262 0.002185654 bone morphogenic protein/retinoic acid inducible neural specific 1 ENSMUSG00000043683 14154 Fem1a −0.286239306 0.015573718 feminization 1 homolog a (C. elegans) ENSMUSG00000002741 56418 Ykt6 −0.286637494 0.011630092 YKT6 v-SNARE homolog (S. cerevisiae) ENSMUSG00000046240 72927 Hepacam −0.286647043 0.019066758 hepatocyte cell adhesion molecule ENSMUSG00000079557 224703 2-Mar −0.286664706 0.013454563 membrane-associated ring finger (C3HC4) 2 ENSMUSG00000046722 57912 Cdc42se1 −0.286975526 0.022262271 CDC42 small effector 1 ENSMUSG00000028608 74098 0610037L13Rik −0.287107976 0.037506875 RIKEN cDNA 0610037L13 gene ENSMUSG00000023030 18174 Slc11a2 −0.28760126 0.019386777 solute carrier family 11 (proton- coupled divalent metal ion transporters), member 2 ENSMUSG00000031149 54637 Praf2 −0.287777044 0.01418109 PRA1 domain family 2 ENSMUSG00000078794 629378 Dact3 −0.287893444 0.043630648 dishevelled-binding antagonist of beta-catenin 3 ENSMUSG00000004633 69993 Chn2 −0.288212803 0.012060747 chimerin 2 ENSMUSG00000004032 14866 Gstm5 −0.288222247 0.002227954 glutathione S-transferase, mu 5 ENSMUSG00000006998 21762 Psmd2 −0.288423538 0.009122426 proteasome (prosome, macropain) 26S subunit, non-ATPase, 2 ENSMUSG00000020430 64934 Pes1 −0.288497628 0.027675598 pescadillo ribosomal biogenesis factor 1 ENSMUSG00000026848 30934 Tor1b −0.288517427 0.01753848 torsin family 1, member B ENSMUSG00000020737 15374 Hn1 −0.288870436 0.017530941 hematological and neurological expressed sequence 1 ENSMUSG00000022538 224092 Lsg1 −0.289339168 0.047268143 large 60S subunit nuclear export GTPase 1 ENSMUSG00000011158 72308 Brf1 −0.290032122 0.032840549 BRF1, RNA polymerase III transcription initiation factor 90 kDa subunit ENSMUSG00000084786 66177 Ubl5 −0.290066604 0.011128691 ubiquitin-1ike 5 ENSMUSG00000029020 170731 Mfn2 −0.290472301 0.008949062 mitofusin 2 ENSMUSG00000027978 19142 Prss12 −0.291032962 0.034430047 protease, serine 12 neurotrypsin (motopsin) ENSMUSG00000057738 20740 Sptan1 −0.291436269 0.001554193 spectrin alpha, non-erythrocytic 1 ENSMUSG00000050511 18386 Oprd1 −0.291575146 0.020629005 opioid receptor, delta 1 ENSMUSG00000025157 74168 Zdhhc16 −0.291753876 0.013823958 zinc finger, DHHC domain containing 16 ENSMUSG00000061751 545156 Kalrn −0.292244781 0.000676208 kalirin, RhoGEF kinase ENSMUSG00000005949 83429 Ctns −0.292522523 0.045210685 cystinosis, nephropathic ENSMUSG00000027540 19246 Ptpn1 −0.293148509 0.009454367 protein tyrosine phosphatase, non- receptor type 1 ENSMUSG00000000827 66314 Tpd52l2 −0.293191954 0.011118862 tumor protein D52-like 2 ENSMUSG00000021536 210044 Adcy2 −0.293334748 0.002298661 adenylate cyclase 2 ENSMUSG00000022437 68653 Samm50 −0.293338761 0.010339821 SAMM50 sorting and assembly machinery component ENSMUSG00000093909 −0.294060473 0.043223052 ENSMUSG00000041815 73826 Poldip3 −0.29406907 0.014122378 polymerase (DNA-directed), delta interacting protein 3 ENSMUSG00000053475 21930 Tnfaip6 −0.294376129 0.023140793 tumor necrosis factor alpha induced protein 6 ENSMUSG00000051041 244198 Olfml1 −0.294524772 0.031355072 olfactomedin-like 1 ENSMUSG00000002546 99412 Golga2 −0.294818142 0.031240021 golgi autoantigen, golgin subfamily a, 2 ENSMUSG00000022472 28075 Desi1 −0.295082625 0.002485879 desumoylating isopeptidase 1 ENSMUSG00000004070 15369 Hmox2 −0.29513803 0.000840189 heme oxygenase 2 ENSMUSG00000041329 11932 Atp1b2 −0.295240137 0.010268575 ATPase, Na+/K+ transporting, beta 2 polypeptide ENSMUSG00000022962 14450 Gart −0.295876674 0.030363562 phosphoribosylglycinamide formyltransferase ENSMUSG00000059981 381921 Taok2 −0.296159324 0.026361512 TAO kinase 2 ENSMUSG00000029330 74596 Cds1 −0.296221867 0.024712971 CDP-diacylglycerol synthase 1 ENSMUSG00000031969 66948 Acad8 −0.296478278 0.016410003 acyl-Coenzyme A dehydrogenase family, member 8 ENSMUSG00000032537 270190 Ephb1 −0.296519061 0.029299273 Eph receptor B1 ENSMUSG00000009394 20965 Syn2 −0.297262991 0.046363687 synapsin II ENSMUSG00000060098 214572 Prmt7 −0.297486145 0.030363562 protein arginine N- methyltransferase 7 ENSMUSG00000024347 74002 Psd2 −0.29755659 0.034057706 pleckstrin and Sec7 domain containing 2 ENSMUSG00000031409 66104 Tceal6 −0.297771278 0.009241937 transcription elongation factor A (SII)-like 6 ENSMUSG00000034613 319468 Ppm1h −0.297906703 0.004754638 protein phosphatase 1H (PP2C domain containing) ENSMUSG00000043602 193043 Zfp3 −0.298252721 0.021056594 zinc finger protein 3 ENSMUSG00000037703 241638 Lzts3 −0.29825409 0.001608434 leucine zipper, putative tumor suppressor family member 3 ENSMUSG00000017999 228889 Ddx27 −0.298699142 0.035792905 DEAD (Asp-Glu-Ala-Asp) box polypeptide 27 ENSMUSG00000052353 80982 Cemip −0.29895152 0.010367112 cell migration inducing protein, hyaluronan binding ENSMUSG00000036975 66343 Tmem177 −0.298973662 0.037182588 transmembrane protein 177 ENSMUSG00000073888 20301 Ccl27a −0.299147815 0.032181211 chemokine (C-C motif) ligand 27A ENSMUSG00000046721 100040970 Rpl14-ps1 −0.299176498 0.011255603 ribosomal protein L14, pseudogene 1 ENSMUSG00000015396 12522 Cd83 −0.299743276 0.025364617 CD83 antigen ENSMUSG00000042671 67792 Rgs8 −0.299778785 0.004198828 regulator of G-protein signaling 8 ENSMUSG00000040797 243621 Iqsec3 −0.300157197 0.038151975 IQ motif and Sec7 domain 3 ENSMUSG00000045538 71986 Ddx28 −0.301080639 0.04928913 DEAD (Asp-Glu-Ala-Asp) box polypeptide 28 ENSMUSG00000021361 66154 Tmem14c −0.30109939 0.030092121 transmembrane protein 14C ENSMUSG00000029458 72399 Brap −0.30155661 0.000387043 BRCA1 associated protein ENSMUSG00000002326 105446 Gmpr2 −0.301754667 0.01535456 guanosine monophosphate reductase 2 ENSMUSG00000029310 74167 Nudt9 −0.301846024 0.012661937 nudix (nucleoside diphosphate linked moiety X)-type motif 9 ENSMUSG00000029223 22223 Uchl1 −0.302021404 0.042928119 ubiquitin carboxy-terminal hydrolase L1 ENSMUSG00000035934 208076 Pknox2 −0.302083903 0.043208207 Pbx/knotted 1 homeobox 2 ENSMUSG00000039826 227682 Trub2 −0.302171734 0.012750094 TruB pseudouridine (psi) synthase family member 2 ENSMUSG00000029392 75695 Rilpl1 −0.302995099 0.0043121 Rab interacting lysosomal protein- like 1 ENSMUSG00000028882 100336 Ppp1r8 −0.303221359 0.0125064 protein phosphatase 1, regulatory (inhibitor) subunit 8 ENSMUSG00000040722 56807 Scamp5 −0.303973938 0.004141489 secretory carrier membrane protein 5 ENSMUSG00000021018 245841 Polr2h −0.304056216 0.026755536 polymerase (RNA) II (DNA directed) polypeptide H ENSMUSG00000025228 54130 Actr1a −0.304728942 0.006473466 ARP1 actin-related protein 1A, centractin alpha ENSMUSG00000016664 23970 Pacsin2 −0.304823613 0.023391328 protein kinase C and casein kinase substrate in neurons 2 ENSMUSG00000031858 74549 Mau2 −0.304855921 0.002371494 MAU2 sister chromatid cohesion factor ENSMUSG00000025393 11947 Atp5b −0.304914484 0.001345392 ATP synthase, H+ transporting mitochondrial F1 complex, beta subunit ENSMUSG00000037151 216011 Lrrc20 −0.304966334 0.026648841 leucine rich repeat containing 20 ENSMUSG00000015656 15481 Hspa8 −0.305025001 0.007306839 heat shock protein 8 ENSMUSG00000020706 56095 Ftsj3 −0.305147509 0.002099181 FtsJ RNA methyltransferase homolog 3 (E. coli) ENSMUSG00000060288 66101 Ppih −0.305260779 0.030816813 peptidyl prolyl isomerase H ENSMUSG00000028797 76799 Tmem234 −0.306515434 0.0330309 transmembrane protein 234 ENSMUSG00000022234 12465 Cct5 −0.30683986 0.003102924 chaperonin containing Tcp1, subunit 5 (epsilon) ENSMUSG00000020515 69125 Cnot8 −0.307317077 0.002080874 CCR4-NOT transcription complex, subunit 8 ENSMUSG00000029578 74781 Wipi2 −0.307354558 0.007514582 WD repeat domain, phosphoinositide interacting 2 ENSMUSG00000024841 69860 Eif1ad −0.307407284 0.023564678 eukaryotic translation initiation factor 1A domain containing ENSMUSG00000022553 68877 Maf1 −0.307651341 0.029269343 MAF1 homolog, negative regulator of RNA polymerase III ENSMUSG00000028439 71901 Fam219a −0.307992489 0.016873714 family with sequence similarity 219, member A ENSMUSG00000040687 228355 Madd −0.30835274 0.021104421 MAP-kinase activating death domain ENSMUSG00000021508 57266 Cxcl14 −0.308856612 0.002884513 chemokine (C-X-C motif) ligand 14 ENSMUSG00000032786 11655 Alas1 −0.309094505 0.011109797 aminolevulinic acid synthase 1 ENSMUSG00000078746 545611 Fam205a2 −0.309161522 0.031366726 family with sequence similarity 205, member A2 ENSMUSG00000015806 110391 Qdpr −0.309274634 0.025024021 quinoid dihydropteridine reductase ENSMUSG00000033526 327655 Ppip5k1 −0.310575386 0.012177561 diphosphoinositol pentakisphosphate kinase 1 ENSMUSG00000066687 235320 Zbtb16 −0.310638389 0.005001017 zinc finger and BTB domain containing 16 ENSMUSG00000046598 71911 Bdh1 −0.310774887 0.04984278 3-hydroxybutyrate dehydrogenase, type 1 ENSMUSG00000022354 66218 Ndufb9 −0.311888733 0.000885305 NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 9 ENSMUSG00000032135 84004 Mcam −0.3119953 0.028890287 melanoma cell adhesion molecule ENSMUSG00000025047 18572 Pdcd11 −0.31211358 0.036610034 programmed cell death 11 ENSMUSG00000005981 68015 Trap1 −0.31223935 0.009783693 TNF receptor-associated protein 1 ENSMUSG00000058076 66052 Sdhc −0.312447752 0.007370161 succinate dehydrogenase complex, subunit C, integral membrane protein ENSMUSG00000034566 71679 Atp5h −0.312626898 0.003036844 ATP synthase, H+ transporting, mitochondrial F0 complex, subunit D ENSMUSG00000031755 67378 Bbs2 −0.312695135 0.01809243 Bardet-Biedl syndrome 2 (human) ENSMUSG00000021203 68149 Otub2 −0.312765785 0.011874647 OTU domain, ubiquitin aldehyde binding 2 ENSMUSG00000069227 26913 Gprin1 −0.312925086 0.004250411 G protein-regulated inducer of neurite outgrowth 1 ENSMUSG00000013033 330814 Adgrl1 −0.312933427 0.032136093 adhesion G protein-coupled receptor L1 ENSMUSG00000050002 75731 Idnk −0.31303167 0.027675598 idnK gluconokinase homolog (E. coli) ENSMUSG00000004446 12122 Bid −0.313097514 0.043463041 BH3 interacting domain death agonist ENSMUSG00000018765 23879 Fxr2 −0.313531899 0.028840169 fragile X mental retardation, autosomal homolog 2 ENSMUSG00000032038 20443 St3gal4 −0.313548464 0.024578427 ST3 beta-galactoside alpha-2,3- sialyltransferase 4 ENSMUSG00000046861 76608 Hectd3 −0.313889603 0.003980677 HECT domain containing 3 ENSMUSG00000021242 67963 Npc2 −0.314442792 0.02907184 Niemann-Pick type C2 ENSMUSG00000025223 16825 Ldb1 −0.314469452 0.046774546 LIM domain binding 1 ENSMUSG00000007338 18120 Mrpl49 −0.314825307 0.004747987 mitochondrial ribosomal protein L49 ENSMUSG00000021484 66890 Lman2 −0.314961879 0.007306839 lectin, mannose-binding 2 ENSMUSG00000039294 217370 BC017643 −0.314967346 0.029858114 cDNA sequence BC017643 ENSMUSG00000046329 66972 Slc25a23 −0.315186358 0.018953988 solute carrier family 25 (mitochondrial carrier; phosphate carrier), member 23 ENSMUSG00000045349 230863 Sh2d5 −0.315421577 0.031409398 SH2 domain containing 5 ENSMUSG00000015790 20930 Surf1 −0.315490625 0.019700695 surfeit gene 1 ENSMUSG00000064105 94219 Cnnm2 −0.315626275 0.002310026 cyclin M2 ENSMUSG00000022131 58245 Gpr180 −0.316336384 0.026986427 G protein-coupled receptor 180 ENSMUSG00000025417 117150 Pip4k2c −0.316490134 0.013808316 phosphatidylinositol-5-phosphate 4- kinase, type II, gamma ENSMUSG00000024661 14319 Fth1 −0.316630105 0.005302389 ferritin heavy polypeptide 1 ENSMUSG00000032788 216134 Pdxk −0.316723253 0.023185223 pyridoxal (pyridoxine, vitamin B6) kinase ENSMUSG00000019295 68366 Tmem129 −0.31679614 0.007467518 transmembrane protein 129 ENSMUSG00000051343 52055 Rab11fip5 −0.317037593 0.040504699 RAB11 family interacting protein 5 (class I) ENSMUSG00000030844 67865 Rgs10 −0.317292957 0.004926149 regulator of G-protein signalling 10 ENSMUSG00000031781 109006 Ciapin1 −0.317684725 0.011130995 cytokine induced apoptosis inhibitor 1 ENSMUSG00000021481 26919 Zfp346 −0.317887075 0.012923927 zinc finger protein 346 ENSMUSG00000044197 80290 Gpr146 −0.317928877 0.015208833 G protein-coupled receptor 146 ENSMUSG00000020876 74479 Snx11 −0.318100757 0.019513994 sorting nexin 11 ENSMUSG00000025178 84095 Pi4k2a −0.318479974 0.02613129 phosphatidylinositol 4-kinase type 2 alpha ENSMUSG00000005575 22192 Ube2m −0.318551242 0.011570096 ubiquitin-conjugating enzyme E2M ENSMUSG00000028830 100317 AU040320 −0.318741976 0.024777333 expressed sequence AU040320 ENSMUSG00000017631 109934 Abr −0.318819674 0.000325542 active BCR-related gene ENSMUSG00000068099 76505 1500009C09Rik −0.318986864 0.032175372 RIKEN cDNA 1500009C09 gene ENSMUSG00000034156 207777 Bzrap1 −0.319130243 0.026540021 benzodiazepine receptor associated protein 1 ENSMUSG00000042747 66059 Krtcap2 −0.319925111 0.039408609 keratinocyte associated protein 2 ENSMUSG00000027933 229543 Ints3 −0.320064507 0.048312414 integrator complex subunit 3 ENSMUSG00000004040 20848 Stat3 −0.320070639 0.006275636 signal transducer and activator of transcription 3 ENSMUSG00000071793 381598 2610005L07Rik −0.320182271 0.04188267 cadherin 11 pseudogene ENSMUSG00000024767 107260 Otub1 −0.320288603 0.020422743 OTU domain, ubiquitin aldehyde binding 1 ENSMUSG00000002006 245469 Pdzd4 −0.320525321 0.017334618 PDZ domain containing 4 ENSMUSG00000025873 76577 Faf2 −0.32070168 0.04219464 Fas associated factor family member 2 ENSMUSG00000049751 66483 Rpl36al −0.320993822 0.013036571 ribosomal protein L36A-like ENSMUSG00000017764 71971 Zswim1 −0.321211671 0.028243863 zinc finger SWIM-type containing 1 ENSMUSG00000017493 16010 Igfbp4 −0.321586659 0.01155039 insulin-like growth factor binding protein 4 ENSMUSG00000028821 68592 Syf2 −0.322145515 0.001311399 SYF2 homolog, RNA splicing factor (S. cerevisiae) ENSMUSG00000031556 69742 Tm2d2 −0.322260181 0.023285008 TM2 domain containing 2 ENSMUSG00000038025 18676 Phf2 −0.322474604 0.007609083 PHD finger protein 2 ENSMUSG00000021062 104886 Rab15 −0.322548442 0.033129059 RAB15, member RAS oncogene family ENSMUSG00000023036 93707 Pcdhgc4 −0.322795189 0.001292972 protocadherin gamma subfamily C, 4 ENSMUSG00000024926 81601 Kat5 −0.323240552 0.038996555 K(lysine) acetyltransferase 5 ENSMUSG00000036306 211134 Lzts1 −0.32340781 0.037667395 leucine zipper, putative tumor suppressor 1 ENSMUSG00000052369 380967 Tmem106c −0.32370107 0.027987164 transmembrane protein 106C ENSMUSG00000026749 59126 Nek6 −0.324091647 0.014563503 NIMA (never in mitosis gene a)- related expressed kinase 6 ENSMUSG00000028656 12331 Cap1 −0.324351729 0.00033091 CAP, adenylate cyclase-associated protein 1 (yeast) ENSMUSG00000021279 217866 Cdc42bpb −0.324563435 0.021167204 CDC42 binding protein kinase beta ENSMUSG00000041733 52064 Coq5 −0.325001444 0.047591187 coenzyme Q5 methyltransferase ENSMUSG00000005338 94332 Cadm3 −0.326068749 0.033508222 cell adhesion molecule 3 ENSMUSG00000031060 236732 Rbm10 −0.326186701 0.016699692 RNA binding motif protein 10 ENSMUSG00000052214 403187 Opa3 −0.326242735 0.016842671 optic atrophy 3 ENSMUSG00000031775 67801 Pllp −0.326268383 0.019655417 plasma membrane proteolipid ENSMUSG00000048351 69893 Coa7 −0.326542848 0.046351286 cytochrome c oxidase assembly factor 7 ENSMUSG00000032402 17127 Smad3 −0.32657309 0.004392249 SMAD family member 3 ENSMUSG00000054199 76022 Gon4l −0.326594234 0.043413713 gon-4-like (C. elegans) ENSMUSG00000022956 28080 Atp5o −0.326799296 0.018759052 ATP synthase, H+ transporting, mitochondrial F1 complex, O subunit ENSMUSG00000056692 224647 D17Wsu92e −0.326987786 0.001138433 DNA segment, Chr 17, Wayne State University 92, expressed ENSMUSG00000030806 56216 Stx1b −0.327037903 0.022746496 syntaxin 1B ENSMUSG00000038296 233733 Galnt18 −0.327435806 0.047334732 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 18 ENSMUSG00000038976 217124 Ppp1r9b −0.327473158 0.00215507 protein phosphatase 1, regulatory subunit 9B ENSMUSG00000003814 12317 Calr −0.327901039 0.003300445 calreticulin ENSMUSG00000047824 68911 Pygo2 −0.327967487 0.029296777 pygopus 2 ENSMUSG00000027498 67337 Cstf1 −0.328157787 0.034462369 cleavage stimulation factor, 3′ pre- RNA, subunit 1 ENSMUSG00000021038 104799 Vipas39 −0.328974454 0.007162559 VPS33B interacting protein, apical- basolateral polarity regulator, spe- 39 homolog ENSMUSG00000022856 66664 Tmem41a −0.329263063 0.043659178 transmembrane protein 41a ENSMUSG00000031144 20977 Syp −0.330371582 0.021017426 synaptophysin ENSMUSG00000013089 104156 Etv5 −0.330703307 0.026458143 ets variant 5 ENSMUSG00000031834 18709 Pik3r2 −0.33076012 0.041221106 phosphatidylinositol 3-kinase, regulatory subunit, polypeptide 2 (p85 beta) ENSMUSG00000025425 225742 St8sia5 −0.330844284 0.011630092 ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 5 ENSMUSG00000013160 11972 Atp6v0d1 −0.33092492 0.001896146 ATPase, H+ transporting, lysosomal V0 subunit D1 ENSMUSG00000029121 12933 Crmp1 −0.331074977 0.037133347 collapsin response mediator protein 1 ENSMUSG00000042616 230751 Oscp1 −0.331184379 0.006391429 organic solute carrier partner 1 ENSMUSG00000054920 71778 Klhl5 −0.331697153 0.001788941 kelch-like 5 ENSMUSG00000019494 26893 Cops6 −0.332395424 0.003641705 COP9 signalosome subunit 6 ENSMUSG00000031821 272551 Gins2 −0.332812437 0.025038712 GINS complex subunit 2 (Psf2 homolog) ENSMUSG00000027339 215653 Rassf2 −0.333453648 0.001763689 Ras association (RaIGDS/AF-6) domain family member 2 ENSMUSG00000033720 94282 Sfxn5 −0.333637842 0.003180866 sideroflexin 5 ENSMUSG00000032598 80987 Nckipsd −0.333644815 0.027651551 NCK interacting protein with SH3 domain ENSMUSG00000037887 18218 Dusp8 −0.333686234 0.002405195 dual specificity phosphatase 8 ENSMUSG00000004530 23790 Coro1c −0.333921922 0.017200534 coronin, actin binding protein 1C ENSMUSG00000031161 15185 Hdac6 −0.334113461 0.013059409 histone deacetylase 6 ENSMUSG00000053931 71994 Cnn3 −0.334481759 0.008913482 calponin 3, acidic ENSMUSG00000030591 57296 Psmd8 −0.334502829 0.009601656 proteasome (prosome, macropain) 26S subunit, non-ATPase, 8 ENSMUSG00000060212 270109 Pcnx2 −0.334526015 0.020167127 pecanex homolog 2 ENSMUSG00000030842 66508 Lamtor1 −0.33464918 0.041942669 late endosomal/lysosomal adaptor, MAPK and MTOR activator 1 ENSMUSG00000026496 11545 Parp1 −0.334739023 0.004484016 poly (ADP-ribose) polymerase family, member 1 ENSMUSG00000025375 11302 Aatk −0.33503892 0.009652543 apoptosis-associated tyrosine kinase ENSMUSG00000029623 231887 Pdap1 −0.335329256 0.018482527 PDGFA associated protein 1 ENSMUSG00000038740 72543 Mvb12b −0.335896152 0.021334198 multivesicular body subunit 12B ENSMUSG00000016528 17164 Mapkapk2 −0.335950693 0.042321638 MAP kinase-activated protein kinase 2 ENSMUSG00000039477 231861 Tnrc18 −0.336023917 0.036437189 trinucleotide repeat containing 18 ENSMUSG00000020321 17449 Mdh1 −0.336052724 0.001150495 malate dehydrogenase 1, NAD (soluble) ENSMUSG00000001105 55978 Ift20 −0.336319182 0.005764002 intraflagellar transport 20 ENSMUSG00000038056 106878 Smim3 −0.336378757 0.041411412 small integral membrane protein 3 ENSMUSG00000031543 11733 Ank1 −0.336404253 0.048251151 ankyrin 1, erythroid ENSMUSG00000090071 12570 Cdk5r2 −0.336534247 0.015573718 cyclin-dependent kinase 5, regulatory subunit 2 (p39) ENSMUSG00000068221 −0.336629374 0.011640555 ENSMUSG00000001802 435965 Lrp3 −0.337304159 0.030269998 low density lipoprotein receptor- related protein 3 ENSMUSG00000042810 77827 Krba1 −0.337349554 0.043194165 KRAB-A domain containing 1 ENSMUSG00000029861 76156 Fam131b −0.337798395 0.000558417 family with sequence similarity 131, member B ENSMUSG00000040746 70510 Rnf167 −0.33780061 0.00033091 ring finger protein 167 ENSMUSG00000026176 227292 Ctdsp1 −0.338392903 0.032607196 CTD (carboxy-terminal domain, RNA polymerase II, polypeptide A) small phosphatase 1 ENSMUSG00000035885 12868 Cox8a −0.338951846 0.023628099 cytochrome c oxidase subunit Villa ENSMUSG00000021951 68043 Eef1akmt1 −0.339204302 0.010883507 eukaryotic translation elongation factor 1 alpha lysine methyltransferase 1 ENSMUSG00000000738 234847 Spg7 −0.339361071 0.034290693 spastic paraplegia 7 homolog (human) ENSMUSG00000033940 101314 Brk1 −0.339611385 0.004494339 BRICK1, SCAR/WAVE actin- nucleating complex subunit ENSMUSG00000033174 23945 Mgll −0.339662807 0.004619104 monoglyceride lipase ENSMUSG00000009075 192650 Cabp7 −0.339781125 0.006172045 calcium binding protein 7 ENSMUSG00000076439 17441 Mog −0.339990853 0.006766543 myelin oligodendrocyte glycoprotein ENSMUSG00000040385 19045 Ppp1ca −0.340049091 0.002298661 protein phosphatase 1, catalytic subunit, alpha isoform ENSMUSG00000002496 22084 Tsc2 −0.340197745 0.02082677 tuberous sclerosis 2 ENSMUSG00000032633 216805 Flcn −0.340457212 0.043194165 folliculin ENSMUSG00000020823 74136 Sec14l1 −0.340549677 0.000163755 SEC14-like lipid binding 1 ENSMUSG00000036315 66136 Znrd1 −0.340572849 0.045144585 zinc ribbon domain containing, 1 ENSMUSG00000023967 68565 Mrps18a −0.340877981 0.028840169 mitochondrial ribosomal protein S18A ENSMUSG00000027247 228359 Arhgap1 −0.341938369 0.011819155 Rho GTPase activating protein 1 ENSMUSG00000040363 71458 Bcor −0.342106268 0.008378227 BCL6 interacting corepressor ENSMUSG00000026790 18286 Odf2 −0.342603591 0.030907801 outer dense fiber of sperm tails 2 ENSMUSG00000022519 106393 Srl −0.34270412 0.000412819 sarcalumenin ENSMUSG00000027296 228550 Itpka −0.342799337 0.002922923 inositol 1,4,5-trisphosphate 3- kinase A ENSMUSG00000018909 109689 Arrb1 −0.343166401 0.001500998 arrestin, beta 1 ENSMUSG00000029638 170772 Glcci1 −0.343194444 0.003305609 glucocorticoid induced transcript 1 ENSMUSG00000025580 192170 Eif4a3 −0.343268463 0.006769786 eukaryotic translation initiation factor 4A3 ENSMUSG00000038302 215951 Lace1 −0.34338981 0.005961326 lactation elevated 1 ENSMUSG00000035960 11792 Apex1 −0.343710815 0.015761024 apurinic/apyrimidinic endonuclease 1 ENSMUSG00000039130 232679 Zc3hc1 −0.34371563 0.035495479 zinc finger, C3HC type 1 ENSMUSG00000062352 16413 Itgb1bp1 −0.344222281 0.001479578 integrin beta 1 binding protein 1 ENSMUSG00000043670 208666 Diras1 −0.344424381 0.049620653 DIRAS family, GTP-binding RAS- like 1 ENSMUSG00000042066 68875 Tmcc2 −0.344503121 0.013403755 transmembrane and coiled-coil domains 2 ENSMUSG00000000959 69089 Oxa1l −0.344901144 0.031029908 oxidase assembly 1-like ENSMUSG00000039367 218811 Sec24c −0.345234498 0.003544118 Sec24 related gene family, member C (S. cerevisiae) ENSMUSG00000013846 20442 St3gal1 −0.345274641 0.003544118 ST3 beta-galactoside alpha-2,3- sialyltransferase 1 ENSMUSG00000027546 11981 Atp9a −0.345695537 0.029477001 ATPase, class 11, type 9A ENSMUSG00000052738 56451 Suclg1 −0.345797635 0.005070228 succinate-CoA ligase, GDP- forming, alpha subunit ENSMUSG00000032178 16201 Ilf3 −0.34588327 0.01170562 interleukin enhancer binding factor 3 ENSMUSG00000040620 216877 Dhx33 −0.345935027 0.000171186 DEAH (Asp-Glu-Ala-His) box polypeptide 33 ENSMUSG00000006289 66246 Osgep −0.346381816 0.01971677 O-sialoglycoprotein endopeptidase ENSMUSG00000029614 19988 Rpl6 −0.346457056 0.005831225 ribosomal protein L6 ENSMUSG00000031865 13191 Dctn1 −0.346528391 0.004878006 clynactin 1 ENSMUSG00000047603 56525 Zfp235 −0.3468553 0.003343172 zinc finger protein 235 ENSMUSG00000028654 16918 Mycl −0.346977097 0.016221993 v-myc avian myelocytomatosis viral oncogene lung carcinoma derived ENSMUSG00000070738 227333 Dgkd −0.347770155 0.002071738 diacylglycerol kinase, delta ENSMUSG00000025374 69917 Nabp2 −0.34779577 0.037368195 nucleic acid binding protein 2 ENSMUSG00000024163 30957 Mapk8ip3 −0.347806718 0.040407787 mitogen-activated protein kinase 8 interacting protein 3 ENSMUSG00000001445 107732 Mrpl10 −0.34790495 0.011560182 mitochondrial ribosomal protein L10 ENSMUSG00000031934 55991 Panx1 −0.348386304 0.021334464 pannexin 1 ENSMUSG00000044734 66222 Serpinb1a −0.348630337 0.043223052 serine (or cysteine) peptidase inhibitor, clade B, member 1a ENSMUSG00000029778 11517 Adcyap1r1 −0.349205917 0.002590947 adenylate cyclase activating polypeptide 1 receptor 1 ENSMUSG00000025743 20970 Sdc3 −0.349474211 0.026364678 syndecan 3 ENSMUSG00000014748 21766 Tex261 −0.349881472 0.005869273 testis expressed gene 261 ENSMUSG00000017478 76014 Zc3h18 −0.349921146 0.007541271 zinc finger CCCH-type containing 18 ENSMUSG00000061650 192191 Med9 −0.351219464 0.006409516 mediator complex subunit 9 ENSMUSG00000020183 70574 Cpm −0.351234239 0.00204174 carboxypeptidase M ENSMUSG00000038991 105245 Txndc5 −0.351352468 0.003641705 thioredoxin domain containing 5 ENSMUSG00000022951 54720 Rcan1 −0.351591824 0.00289335 regulator of calcineurin 1 ENSMUSG00000037754 228852 Ppp1r16b −0.351677267 1.20E−05 protein phosphatase 1, regulatory (inhibitor) subunit 16B ENSMUSG00000005882 56046 Uqcc1 −0.351855132 0.003780714 ubiquinol-cytochrome c reductase complex assembly factor 1 ENSMUSG00000028811 107271 Yars −0.35200232 0.02303347 tyrosyl-tRNA synthetase ENSMUSG00000031545 102247 Gpat4 −0.352080176 0.03828137 glycerol-3-phosphate acyltransferase 4 ENSMUSG00000006418 81018 Rnf114 −0.352120661 0.010930348 ring finger protein 114 ENSMUSG00000027560 76829 Dok5 −0.352249346 0.04182136 docking protein 5 ENSMUSG00000001100 67811 Poldip2 −0.352497516 0.011338004 polymerase (DNA-directed), delta interacting protein 2 ENSMUSG00000044080 20193 S100a1 −0.352613728 0.01827654 S100 calcium binding protein Al ENSMUSG00000018470 16499 Kcnab3 −0.352974293 0.026255197 potassium voltage-gated channel, shaker-related subfamily, beta member 3 ENSMUSG00000059991 53324 Nptx2 −0.353268472 0.020049146 neuronal pentraxin 2 ENSMUSG00000003559 57344 As3mt −0.353300242 0.034548655 arsenic (+3 oxidation state) methyltransferase ENSMUSG00000021385 75678 Ippk −0.353463921 0.00066384 inositol 1,3,4,5,6- pentakisphosphate 2-kinase ENSMUSG00000070802 434128 Pnmal2 −0.353602299 0.008368703 PNMA-like 2 ENSMUSG00000053841 109658 Txlna −0.354190141 0.004187848 taxilin alpha ENSMUSG00000022552 106025 Sharpin −0.354792213 0.022323986 SHANK-associated RH domain interacting protein ENSMUSG00000032171 23988 Pin1 −0.355155691 0.027272704 protein (peptidyl-prolyl cis/trans isomerase) NIMA-interacting 1 ENSMUSG00000066306 101706 Numa1 −0.355385678 0.040871044 nuclear mitotic apparatus protein 1 ENSMUSG00000058239 22282 Usf2 −0.355426913 0.003076373 upstream transcription factor 2 ENSMUSG00000025209 226153 Peo1 −0.355434077 0.042495965 progressive external ophthalmoplegia 1 (human) ENSMUSG00000038429 22225 Usp5 −0.355590846 0.023209714 ubiquitin specific peptidase 5 (isopeptidase T) ENSMUSG00000041645 27225 Ddx24 −0.355776694 0.005812978 DEAD (Asp-Glu-Ala-Asp) box polypeptide 24 ENSMUSG00000034799 382018 Unc13a −0.356286903 0.002710684 unc-13 homolog A (C. elegans) ENSMUSG00000018572 78246 Phf23 −0.356355895 0.012278298 PHD finger protein 23 ENSMUSG00000017299 76233 Dnttip1 −0.356449355 0.048701722 deoxynucleotidyltransferase, terminal, interacting protein 1 ENSMUSG00000053929 54151 Cyhr1 −0.356466592 0.01403019 cysteine and histidine rich 1 ENSMUSG00000059355 414077 Wdr83os −0.356564522 0.043223052 WD repeat domain 83 opposite strand ENSMUSG00000050751 209966 Pgbd5 −0.356768767 0.002227954 piggyBac transposable element derived 5 ENSMUSG00000037787 68020 Apopt1 −0.357198885 0.01044046 apoptogenic, mitochondrial 1 ENSMUSG00000032834 110816 Pwp2 −0.357841774 0.016494288 PWP2 periodic tryptophan protein homolog (yeast) ENSMUSG00000032840 76792 2410131K14Rik −0.35785024 0.020056896 RIKEN cDNA 2410131K14 gene ENSMUSG00000004393 52513 Ddx56 −0.358060723 0.023630664 DEAD (Asp-Glu-Ala-Asp) box polypeptide 56 ENSMUSG00000060012 16554 Kif13b −0.358332862 0.001999733 kinesin family member 13B ENSMUSG00000069814 432582 Ccdc92b −0.358485521 0.025417454 coiled-coil domain containing 92B ENSMUSG00000035891 223753 Cerk −0.359109622 0.011702159 ceramide kinase ENSMUSG00000009863 67680 Sdhb −0.359462208 0.001417258 succinate dehydrogenase complex, subunit B, iron sulfur (Ip) ENSMUSG00000015714 76893 Cers2 −0.359629611 0.000535573 ceramide synthase 2 ENSMUSG00000038576 96935 Susd4 −0.359691559 0.00055368 sushi domain containing 4 ENSMUSG00000059456 19229 Ptk2b −0.36026566 0.003076373 PTK2 protein tyrosine kinase 2 beta ENSMUSG00000031820 68251 Babam1 −0.360456411 0.006522269 BRISC and BRCA1 A complex member 1 ENSMUSG00000022477 11429 Aco2 −0.360929722 0.010084472 aconitase 2, mitochondrial ENSMUSG00000021866 11744 Anxa11 −0.361037484 0.024578427 annexin A11 ENSMUSG00000036980 21343 Taf6 −0.361047041 0.044316417 TATA-box binding protein associated factor 6 ENSMUSG00000023988 53414 Bysl −0.361181447 0.01495083 bystin-like ENSMUSG00000022066 100862375 Gm21685 −0.361264895 0.002743257 predicted gene, 21685 ENSMUSG00000018659 103711 Pnpo −0.361284549 0.038764319 pyridoxine 5′-phosphate oxidase ENSMUSG00000028793 75234 Rnf19b −0.361307283 0.000517792 ring finger protein 19B ENSMUSG00000023952 56055 Gtpbp2 −0.36147211 0.035303081 GTP binding protein 2 ENSMUSG00000035064 13631 Eef2k −0.361772503 0.00529321 eukaryotic elongation factor-2 kinase ENSMUSG00000078812 276770 Eif5a −0.36242618 0.013403755 eukaryotic translation initiation factor 5A ENSMUSG00000000740 270106 Rpl13 −0.362469654 0.003780714 ribosomal protein L13 ENSMUSG00000062202 224671 Btbd9 −0.362609625 0.001441714 BTB (POZ) domain containing 9 ENSMUSG00000025153 14104 Fasn −0.362986389 0.042021355 fatty acid synthase ENSMUSG00000028542 14664 Slc6a9 −0.363006506 0.049081064 solute carrier family 6 (neurotransmitter transporter, glycine), member 9 ENSMUSG00000030872 74105 Gga2 −0.363173767 0.012650359 golgi associated, gamma adaptin ear containing, ARF binding protein 2 ENSMUSG00000051786 328580 Tubgcp6 −0.363249821 0.038308662 tubulin, gamma complex associated protein 6 ENSMUSG00000026811 50935 St6galnac6 −0.363359232 0.02333511 ST6 (alpha-N-acetyl-neuraminyl- 2,3-beta-galactosyl-1,3)-N- acetylgalactosaminide alpha-2,6- sialyltransferase 6 ENSMUSG00000024827 104174 Gldc −0.363942613 0.003655288 glycine decarboxylase ENSMUSG00000017801 21428 Mlx −0.363950961 0.002238309 MAX-like protein X ENSMUSG00000001419 17261 Mef2d −0.364061728 0.001141891 myocyte enhancer factor 2D ENSMUSG00000024212 64144 Mllt1 −0.364254419 0.037368195 myeloid/lymphoid or mixed-lineage leukemia; translocated to, 1 ENSMUSG00000019505 22187 Ubb −0.364317227 0.029591155 ubiquitin B ENSMUSG00000035781 109284 R3hdm4 −0.364614062 0.005053643 R3H domain containing 4 ENSMUSG00000030603 23996 Psmc4 −0.364938392 0.002590106 proteasome (prosome, macropain) 26S subunit, ATPase, 4 ENSMUSG00000049670 226123 Mom4 −0.365262386 0.022734363 MORN repeat containing 4 ENSMUSG00000047547 74325 Cltb −0.365411716 0.002922923 clathrin, light polypeptide (Lcb) ENSMUSG00000042532 71146 Golga7b −0.365529945 0.020236323 golgi autoantigen, golgin subfamily a, 7B ENSMUSG00000029822 71720 Osbpl3 −0.365561514 0.002630166 oxysterol binding protein-like 3 ENSMUSG00000030084 18844 Plxna1 −0.36578001 0.026540021 plexin A1 ENSMUSG00000032356 19417 Rasgrf1 −0.365828466 0.000151843 RAS protein-specific guanine nucleotide-releasing factor 1 ENSMUSG00000009739 19009 Pou6f1 −0.365843559 0.001414046 POU domain, class 6, transcription factor 1 ENSMUSG00000028688 68276 Toe1 −0.366072921 0.031599635 target of EGR1, member 1 (nuclear) ENSMUSG00000030168 68465 Adipor2 −0.366159978 0.011125067 adiponectin receptor 2 ENSMUSG00000030268 12035 Bcat1 −0.366829107 0.004702628 branched chain aminotransferase 1, cytosolic ENSMUSG00000024012 56462 Mtch1 −0.36691109 0.031060625 mitochondrial carrier 1 ENSMUSG00000065990 66077 Aurkaip1 −0.367010829 0.040096548 aurora kinase A interacting protein 1 ENSMUSG00000031078 13043 Cttn −0.367195997 0.00437341 cortactin ENSMUSG00000018509 73139 Cenpv −0.367233965 0.035995265 centromere protein V ENSMUSG00000014547 268752 Wdfy2 −0.367597482 0.018472842 WD repeat and FYVE domain containing 2 ENSMUSG00000001794 12336 Capns1 −0.367699237 0.027795296 calpain, small subunit 1 ENSMUSG00000021809 67725 Nudt13 −0.367794651 0.036714481 nudix (nucleoside diphosphate linked moiety X)-type motif 13 ENSMUSG00000062580 21854 Timm17a −0.367880589 0.002238309 translocase of inner mitochondrial membrane 17a ENSMUSG00000020109 56709 Dnajb12 −0.368140534 0.026823288 DnaJ heat shock protein family (Hsp40) member B12 ENSMUSG00000002342 234371 Tmem161a −0.368193191 0.034163386 transmembrane protein 161A ENSMUSG00000030839 27414 Sergef −0.368258055 0.044619432 secretion regulating guanine nucleotide exchange factor ENSMUSG00000014602 16560 Kif1a −0.36839249 0.021670961 kinesin family member 1A ENSMUSG00000015776 20933 Med22 −0.368414812 0.033384297 mediator complex subunit 22 ENSMUSG00000045482 100683 Trrap −0.368510356 0.009161283 transformation/transcription domain-associated protein ENSMUSG00000024743 54525 Syt7 −0.368567714 0.001187307 synaptotagmin VII ENSMUSG00000024429 14670 Gnl1 −0.369295242 0.016245091 guanine nucleotide binding protein- like 1 ENSMUSG00000021743 54713 Fezf2 −0.369982391 0.046806985 Fez family zinc finger 2 ENSMUSG00000066036 69116 Ubr4 −0.370144047 0.040368494 ubiquitin protein ligase E3 component n-recognin 4 ENSMUSG00000035824 57813 Tk2 −0.370186147 0.044599594 thymidine kinase 2, mitochondrial ENSMUSG00000042628 217695 Zfyve1 −0.370189848 0.005673907 zinc finger, FYVE domain containing 1 ENSMUSG00000068267 12616 Cenpb −0.370232361 0.014394062 centromere protein B ENSMUSG00000033429 73724 Mcee −0.370931488 0.046359106 methylmalonyl CoA epimerase ENSMUSG00000005417 26936 Mprip −0.370989075 0.00307985 myosin phosphatase Rho interacting protein ENSMUSG00000030161 57436 Gabarapl1 −0.371023156 0.00394116 gamma-aminobutyric acid (GABA) A receptor-associated protein-like 1 ENSMUSG00000031059 104130 Ndufb11 −0.371028533 0.006064415 NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 11 ENSMUSG00000040010 20539 Slc7a5 −0.3711742 0.046525045 solute carrier family 7 (cationic amino acid transporter, y+ system), member 5 ENSMUSG00000034353 51801 Ramp1 −0.371594016 0.033140464 receptor (calcitonin) activity modifying protein 1 ENSMUSG00000056116 15039 H2-T22 −0.371799229 0.038141122 histocompatibility 2, T region locus 22 ENSMUSG00000022994 11512 Adcy6 −0.372041638 0.047193031 adenylate cyclase 6 ENSMUSG00000061461 66278 Smim20 −0.372162793 0.017095122 small integral membrane protein 20 ENSMUSG00000057322 67671 Rpl38 −0.372218325 0.001231811 ribosomal protein L38 ENSMUSG00000040640 238988 Erc2 −0.372501306 0.026648841 ELKS/RAB6-interacting/CAST family member 2 ENSMUSG00000044600 66818 Smim7 −0.372983779 0.000228196 small integral membrane protein 7 ENSMUSG00000027581 20262 Stmn3 −0.373113998 0.01627831 stathmin-1ike 3 ENSMUSG00000031948 85305 Kars −0.373136614 0.003780714 lysyl-tRNA synthetase ENSMUSG00000045039 269878 Megf8 −0.373270455 0.027455238 multiple EGF-like-domains 8 ENSMUSG00000024853 319322 Sf3b2 −0.373394174 0.003210676 splicing factor 3b, subunit 2 ENSMUSG00000040945 108911 Rcc2 −0.373476159 0.031472627 regulator of chromosome condensation 2 ENSMUSG00000078816 18752 Prkcg −0.373509691 0.010320509 protein kinase C, gamma ENSMUSG00000074129 22121 Rpl13a −0.373881124 0.006059865 ribosomal protein L13A ENSMUSG00000034274 107829 Thoc5 −0.373886962 0.019110285 THO complex 5 ENSMUSG00000013593 226646 Ndufs2 −0.374182226 0.000772175 NADH dehydrogenase (ubiquinone) Fe-S protein 2 ENSMUSG00000001942 22619 Siae −0.374319328 0.031339561 sialic acid acetylesterase ENSMUSG00000020821 16562 Kif1c −0.374359918 0.000665254 kinesin family member 1C ENSMUSG00000052296 243819 Ppp6r1 −0.374551501 0.018993844 protein phosphatase 6, regulatory subunit 1 ENSMUSG00000091475 72834 2810468N07Rik −0.375184287 0.005302389 RIKEN cDNA 2810468N07 gene ENSMUSG00000054793 260299 Cadm4 −0.375253225 0.017946736 cell adhesion molecule 4 ENSMUSG00000045598 233887 Zfp553 −0.375286009 0.026966187 zinc finger protein 553 ENSMUSG00000015149 64383 Sirt2 −0.375318115 0.01523467 sirtuin 2 ENSMUSG00000040957 63955 Cables1 −0.375321637 0.049126103 CDK5 and Abl enzyme substrate 1 ENSMUSG00000030036 57377 Mogs −0.375326101 0.033747098 mannosyl-oligosaccharide glucosidase ENSMUSG00000024130 27410 Abca3 −0.375418759 0.0125064 ATP-binding cassette, sub-family A (ABC1), member 3 ENSMUSG00000027350 12653 Chgb −0.375510883 0.002046634 chromogranin B ENSMUSG00000039678 70296 Tbc1d13 −0.375727269 0.012398837 TBC1 domain family, member 13 ENSMUSG00000024530 225655 Slmo1 −0.376091812 0.003927483 slowmo homolog 1 (Drosophila) ENSMUSG00000025730 224624 Rab40c −0.376130279 0.038187701 Rab40C, member RAS oncogene family ENSMUSG00000026207 11790 Speg −0.37629451 0.012548827 SPEG complex locus ENSMUSG00000028467 230101 Gba2 −0.376385089 0.041942814 glucosidase beta 2 ENSMUSG00000042429 11539 Adora1 −0.376538271 0.002590947 adenosine Al receptor ENSMUSG00000040506 228361 Ambra1 −0.376564955 0.00037302 autophagy/beclin 1 regulator 1 ENSMUSG00000038055 58239 Dexi −0.376895013 0.006768948 dexamethasone-induced transcript ENSMUSG00000032127 71732 Vps11 −0.376903575 0.023802758 VPS11, CORVET/HOPS core subunit ENSMUSG00000000399 66108 Ndufa9 −0.376913162 0.029275142 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 9 ENSMUSG00000024883 225870 Rin1 −0.377009205 0.004088241 Ras and Rab interactor 1 ENSMUSG00000034135 70661 Sik3 −0.377112182 0.001181038 SIK family kinase 3 ENSMUSG00000032177 18577 Pde4a −0.377224885 0.027732257 phosphodiesterase 4A, cAMP specific ENSMUSG00000048385 170729 Scrt1 −0.377295047 0.040749845 scratch family zinc finger 1 ENSMUSG00000030519 11784 Apba2 −0.377517837 0.015573718 amyloid beta (A4) precursor protein-binding, family A, member 2 ENSMUSG00000095463 67464 Entpd4 −0.378223909 0.003845974 ectonucleoside triphosphate diphosphohydrolase 4 ENSMUSG00000025868 67044 Higd2a −0.378267673 0.027873124 HIG1 domain family, member 2A ENSMUSG00000026959 14810 Grin1 −0.378280892 0.007336304 glutamate receptor, ionotropic, NMDA1 (zeta 1) ENSMUSG00000079056 56461 Kcnip3 −0.378441768 0.009753505 Kv channel interacting protein 3, calsenilin ENSMUSG00000021420 69955 Fars2 −0.378503246 0.017528498 phenylalanine-tRNA synthetase 2 (mitochondrial) ENSMUSG00000063511 20637 Snmp70 −0.379568522 0.042254694 small nuclear ribonucleoprotein 70 (U1) ENSMUSG00000021224 18222 Numb −0.380081266 0.001340294 numb homolog (Drosophila) ENSMUSG00000057531 94245 Dtnbp1 −0.380081999 0.002321386 clystrobrevin binding protein 1 ENSMUSG00000020396 380684 Nefh −0.380502376 0.000953123 neurofilament, heavy polypeptide ENSMUSG00000021901 104416 Bap1 −0.381469536 0.01278908 Brca1 associated protein 1 ENSMUSG00000040048 68342 Ndufb10 −0.381480167 0.016143316 NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 10 ENSMUSG00000024772 13660 Ehd1 −0.381495379 0.01029641 EH-domain containing 1 ENSMUSG00000035757 223776 Selo −0.381636085 0.034549421 selenoprotein O ENSMUSG00000029103 16976 Lrpap1 −0.38165004 0.005516804 low density lipoprotein receptor- related protein associated protein 1 ENSMUSG00000028099 74414 Polr3c −0.381664354 0.01857334 polymerase (RNA) III (DNA directed) polypeptide C ENSMUSG00000031065 18555 Cdk16 −0.381768196 0.013808316 cyclin-dependent kinase 16 ENSMUSG00000032399 67891 Rp14 −0.382047016 0.001181038 ribosomal protein L4 ENSMUSG00000071847 494504 Apcdd1 −0.38233106 0.026779212 adenomatosis polyposis coli down- regulated 1 ENSMUSG00000031487 66653 Brf2 −0.382332677 0.033554414 BRF2, RNA polymerase III transcription initiation factor 50 kDa subunit ENSMUSG00000061787 20068 Rps17 −0.382462655 0.013955084 ribosomal protein S17 ENSMUSG00000044030 272359 Irf2bp1 −0.382544558 0.038250702 interferon regulatory factor 2 binding protein 1 ENSMUSG00000032513 74498 Gorasp1 −0.383091733 0.011214407 golgi reassembly stacking protein 1 ENSMUSG00000035910 195208 Dcdc2a −0.383335562 0.019823985 doublecortin domain containing 2a ENSMUSG00000003234 27406 Abcf3 −0.38345514 0.003481044 ATP-binding cassette, sub-family F (GCN20), member 3 ENSMUSG00000007594 330790 Hapln4 −0.384242144 0.037182588 hyaluronan and proteoglycan link protein 4 ENSMUSG00000053664 −0.384493758 0.038688163 ENSMUSG00000021044 72113 Adck1 −0.384526674 0.004984742 aarF domain containing kinase 1 ENSMUSG00000028803 74552 Nipal3 −0.38459706 0.003845974 NIPA-like domain containing 3 ENSMUSG00000017760 19025 Ctsa −0.384832818 0.004154959 cathepsin A ENSMUSG00000022791 51789 Tnk2 −0.385061747 0.048568047 tyrosine kinase, non-receptor, 2 ENSMUSG00000024873 12794 Cnih2 −0.385439566 0.003073692 cornichon family AMPA receptor auxiliary protein 2 ENSMUSG00000024740 13194 Ddb1 −0.385455605 0.002934641 damage specific DNA binding protein 1 ENSMUSG00000022490 58200 Ppp1r1a −0.385524345 0.006413641 protein phosphatase 1, regulatory (inhibitor) subunit 1A ENSMUSG00000031672 14719 Got2 −0.385756251 0.0159529 glutamatic-oxaloacetic transaminase 2, mitochondrial ENSMUSG00000066839 26940 Ecsit −0.38601203 0.040352116 ECSIT signalling integrator ENSMUSG00000055003 211187 Lrtm2 −0.386077825 0.005386525 leucine-rich repeats and transmembrane domains 2 ENSMUSG00000060671 54667 Atp8b2 −0.386403788 0.02971216 ATPase, class 1, type 8B, member 2 ENSMUSG00000024785 59028 Rcl1 −0.386522287 0.032712905 RNA terminal phosphate cyclase- like 1 ENSMUSG00000067713 19082 Prkag1 −0.386789563 0.004702628 protein kinase, AMP-activated, gamma 1 non-catalytic subunit ENSMUSG00000026975 67228 Dph7 −0.387078067 0.01364348 diphthamine biosynethesis 7 ENSMUSG00000032733 235406 Snx33 −0.387789436 0.030873091 sorting nexin 33 ENSMUSG00000031375 12111 Bgn −0.388166704 0.041980709 biglycan ENSMUSG00000020752 170472 Recql5 −0.388192936 0.032266398 RecQ protein-like 5 ENSMUSG00000028677 66743 Rnf220 −0.388364195 0.027858372 ring finger protein 220 ENSMUSG00000029535 69076 Triap1 −0.388565523 0.028312782 TP53 regulated inhibitor of apoptosis 1 ENSMUSG00000026701 11758 Prdx6 −0.388978406 0.017748324 peroxiredoxin 6 ENSMUSG00000026452 20980 Syt2 −0.389308318 0.030766481 synaptotagmin II ENSMUSG00000025532 12909 Crcp −0.389320276 0.019973467 calcitonin gene-related peptide- receptor component protein ENSMUSG00000011114 21376 Tbrg1 −0.389759105 0.002911871 transforming growth factor beta regulated gene 1 ENSMUSG00000037805 19896 Rpl10a −0.389793995 0.031536917 ribosomal protein L10A ENSMUSG00000031168 13595 Ebp −0.389934028 0.017334618 phenylalkylamine Ca2+ antagonist (emopamil) binding protein ENSMUSG00000050854 230678 Tmem125 −0.389984293 0.039087346 transmembrane protein 125 ENSMUSG00000042992 67774 Borcs5 −0.389989404 0.005750028 BLOC-1 related complex subunit 5 ENSMUSG00000048232 269529 Fbxo10 −0.390351043 0.001584318 F-box protein 10 ENSMUSG00000033161 11928 Atp1a1 −0.390410086 0.002356321 ATPase, Na+/K+ transporting, alpha 1 polypeptide ENSMUSG00000032615 103850 Nt5m −0.390501646 0.02159926 5′,3′-nucleotidase, mitochondrial ENSMUSG00000021179 217827 Nrde2 −0.39066288 0.01944585 nrde-2 necessary for RNA interference, domain containing ENSMUSG00000032528 22354 Vipr1 −0.390747824 0.033789662 vasoactive intestinal peptide receptor 1 ENSMUSG00000042978 104175 Sbk1 −0.390918977 0.010474876 SH3-binding kinase 1 ENSMUSG00000044709 69731 Gemin7 −0.39121056 0.017297968 gem (nuclear organelle) associated protein 7 ENSMUSG00000032777 233863 Gtf3c1 −0.391561691 0.015028462 general transcription factor III C 1 ENSMUSG00000037351 226977 Actr1b −0.391998155 0.003657207 ARP1 actin-related protein 1B, centractin beta ENSMUSG00000070343 −0.392524798 0.008173345 ENSMUSG00000041697 12861 Cox6a1 −0.392736366 0.013826795 cytochrome c oxidase subunit VIa polypeptide 1 ENSMUSG00000014873 20931 Surf2 −0.39340598 0.044345359 surfeit gene 2 ENSMUSG00000066152 20530 Slc31a2 −0.39343632 0.019664441 solute carrier family 31, member 2 ENSMUSG00000021868 105675 Ppif −0.393797365 0.003364058 peptidylprolyl isomerase F (cyclophilin F) ENSMUSG00000039725 381406 Trp53rka −0.394048261 0.016546471 transformation related protein 53 regulating kinase A ENSMUSG00000029625 54188 Cpsf4 −0.394242397 0.049620653 cleavage and polyadenylation specific factor 4 ENSMUSG00000025793 15239 Hgs −0.394530735 0.003927483 HGF-regulated tyrosine kinase substrate ENSMUSG00000048142 269642 Nat8l −0.394541808 0.001441714 N-acetyltransferase 8-like ENSMUSG00000061232 14972 H2-K1 −0.394690147 0.029470151 histocompatibility 2, K1, K region ENSMUSG00000030298 110379 Sec13 −0.394837839 0.000605244 SEC13 homolog, nuclear pore and COPII coat complex component ENSMUSG00000034902 18717 Pip5k1c −0.394877565 0.023809696 phosphatidylinositol-4-phosphate 5- kinase, type 1 gamma ENSMUSG00000036026 224807 Tmem63b −0.395200749 0.01746526 transmembrane protein 63b ENSMUSG00000029413 67111 Naaa −0.395233576 0.006981623 N-acylethanolamine acid amidase ENSMUSG00000021978 54616 Extl3 −0.395268224 0.006693208 exostoses (multiple)-like 3 ENSMUSG00000023806 100037282 Rsph3b −0.395314174 0.021628342 radial spoke 3B homolog (Chlamydomonas) ENSMUSG00000034757 72053 Tmub2 −0.395862684 0.033143243 transmembrane and ubiquitin-like domain containing 2 ENSMUSG00000031791 74166 Tmem38a −0.396125986 0.002846283 transmembrane protein 38A ENSMUSG00000083364 −0.396156823 0.03810266 ENSMUSG00000021266 22375 Wars −0.396160418 0.001763689 tryptophanyl-tRNA synthetase ENSMUSG00000039474 22393 Wfs1 −0.396205613 0.015455313 Wolfram syndrome 1 homolog (human) ENSMUSG00000018322 67145 Tomm34 −0.396268338 0.003129849 translocase of outer mitochondrial membrane 34 ENSMUSG00000025510 12476 Cd151 −0.39628844 0.032348689 CD151 antigen ENSMUSG00000027951 56417 Adar −0.39669165 0.02432179 adenosine deaminase, RNA- specific ENSMUSG00000049327 67956 Kmt5a −0.397074454 0.005831225 lysine methyltransferase 5A ENSMUSG00000043964 269999 Orai3 −0.397270082 0.036013699 ORAI calcium release-activated calcium modulator 3 ENSMUSG00000028411 66408 Aptx −0.397397784 0.016664474 aprataxin ENSMUSG00000038555 225362 Reep2 −0.397521553 0.028481058 receptor accessory protein 2 ENSMUSG00000022982 20655 Sod1 −0.39805011 0.000837803 superoxide dismutase 1, soluble ENSMUSG00000022678 67203 Nde1 −0.398052509 0.001441714 nudE neurodevelopment protein 1 ENSMUSG00000031774 102122 Fam192a −0.398067884 0.024053525 family with sequence similarity 192, member A ENSMUSG00000047013 330369 Fbxo41 −0.398233372 0.003301436 F-box protein 41 ENSMUSG00000031565 14182 Fgfr1 −0.398494183 0.024688022 fibroblast growth factor receptor 1 ENSMUSG00000007050 27756 Lsm2 −0.398919066 0.039934633 LSM2 homolog, U6 small nuclear RNA and mRNA degradation associated ENSMUSG00000030854 19259 Ptpn5 −0.399380033 0.024672575 protein tyrosine phosphatase, non- receptor type 5 ENSMUSG00000037740 99045 Mrps26 −0.399531679 0.009551186 mitochondrial ribosomal protein S26 ENSMUSG00000044345 277010 Marveld1 −0.40027337 0.026015941 MARVEL (membrane-associating) domain containing 1 ENSMUSG00000032939 71805 Nup93 −0.400348195 0.038753213 nucleoporin 93 ENSMUSG00000038665 320127 Dgki −0.400566519 0.002044759 diacylglycerol kinase, iota ENSMUSG00000036752 227613 Tubb4b −0.400972572 0.009626355 tubulin, beta 4B class IVB ENSMUSG00000024063 77889 Lbh −0.401376203 0.000315513 limb-bud and heart ENSMUSG00000035547 12337 Capn5 −0.401590721 0.017054735 calpain 5 ENSMUSG00000068739 20226 Sars −0.401641771 0.008353927 seryl-aminoacyl-tRNA synthetase ENSMUSG00000036751 110323 Cox6b1 −0.401760848 0.045128357 cytochrome c oxidase, subunit VIb polypeptide 1 ENSMUSG00000002064 20316 Sdf2 −0.401923419 0.020167127 stromal cell derived factor 2 ENSMUSG00000053310 64011 Nrgn −0.402322473 0.002700578 neurogranin ENSMUSG00000005469 18747 Prkaca −0.402358873 0.023391328 protein kinase, cAMP dependent, catalytic, alpha ENSMUSG00000044341 −0.40259556 0.00254744 ENSMUSG00000036606 140570 Plxnb2 −0.40275252 0.047308678 plexin B2 ENSMUSG00000029580 11461 Actb −0.402875511 0.003544118 actin, beta ENSMUSG00000058756 21833 Thra −0.402905031 0.015764011 thyroid hormone receptor alpha ENSMUSG00000031753 102339 Cog4 −0.403127673 0.000558417 component of oligomeric golgi complex 4 ENSMUSG00000095334 −0.403383778 0.010947205 ENSMUSG00000030890 16202 Ilk −0.403468799 0.018927105 integrin linked kinase ENSMUSG00000015120 22196 Ube2i −0.403529422 0.001036644 ubiquitin-conjugating enzyme E2I ENSMUSG00000061360 68479 Phf5a −0.403710225 0.032175372 PHD finger protein 5A ENSMUSG00000002625 54194 Akap8l −0.403844452 0.004702628 A kinase (PRKA) anchor protein 8- like ENSMUSG00000032959 23980 Pebp1 −0.404281954 0.002781949 phosphatidylethanolamine binding protein 1 ENSMUSG00000037979 215707 Ccdc92 −0.40523914 0.034956851 coiled-coil domain containing 92 ENSMUSG00000022503 26425 Nubp1 −0.405425319 0.01458373 nucleotide binding protein 1 ENSMUSG00000062661 14299 Ncs1 −0.405492745 0.002554176 neuronal calcium sensor 1 ENSMUSG00000009927 75617 Rps25 −0.405839282 0.045014345 ribosomal protein S25 ENSMUSG00000048796 72023 Cyb561d1 −0.406221678 0.011404212 cytochrome b-561 domain containing 1 ENSMUSG00000033068 12497 Entpd6 −0.406864018 0.021334198 ectonucleoside triphosphate diphosphohydrolase 6 ENSMUSG00000027489 56846 Necab3 −0.406868659 0.02193081 N-terminal EF-hand calcium binding protein 3 ENSMUSG00000033902 26390 Mapkbp1 −0.407080207 0.016697053 mitogen-activated protein kinase binding protein 1 ENSMUSG00000042380 80284 Smim12 −0.40761196 0.043156611 small integral membrane protein 12 ENSMUSG00000029592 100756 Usp30 −0.407775764 0.004049099 ubiquitin specific peptidase 30 ENSMUSG00000093989 52898 Rnasek −0.407907628 0.007766073 ribonuclease, RNase K ENSMUSG00000079499 76220 6530402F18Rik −0.408145013 0.018136418 RIKEN cDNA 6530402F18 gene ENSMUSG00000026278 51800 Bok −0.408255254 0.005802278 BCL2-related ovarian killer ENSMUSG00000041115 245666 IqSec2 −0.408330801 0.005169983 IQ motif and Sec7 domain 2 ENSMUSG00000028795 66264 Ccdc28b −0.408514735 0.047740412 coiled coil domain containing 28B ENSMUSG00000020451 16886 Limk2 −0.408585815 0.000659059 LIM motif-containing protein kinase 2 ENSMUSG00000001783 28088 Rtcb −0.408749327 0.001404895 RNA 2′,3′-cyclic phosphate and 5′- OH ligase ENSMUSG00000029559 72357 2210016L21Rik −0.409056882 0.022755217 RIKEN cDNA 2210016L21 gene ENSMUSG00000015994 14272 Fnta −0.409061277 0.00100225 farnesyltransferase, CAAX box, alpha ENSMUSG00000062785 16504 Kcnc3 −0.409260341 0.016426155 potassium voltage gated channel, Shaw-related subfamily, member 3 ENSMUSG00000020935 68087 Dcakd −0.409276431 0.039408609 dephospho-CoA kinase domain containing ENSMUSG00000026819 227731 Slc25a25 −0.409503342 0.028689222 solute carrier family 25 (mitochondrial carrier, phosphate carrier), member 25 ENSMUSG00000000326 12846 Comt −0.409984285 0.003102924 catechol-O-methyltransferase ENSMUSG00000032115 12282 Hyou1 −0.41004395 0.009747667 hypoxia up-regulated 1 ENSMUSG00000005621 233410 Zfp592 −0.410152832 0.002590947 zinc finger protein 592 ENSMUSG00000005674 641376 Tomm40l −0.41073973 0.014070185 translocase of outer mitochondrial membrane 40 homolog-like (yeast) ENSMUSG00000054889 109620 Dsp −0.410828483 0.047069415 desmoplakin ENSMUSG00000020684 276952 Rasl10b −0.410895545 0.010820876 RAS-like, family 10, member B ENSMUSG00000022843 12724 Clcn2 −0.41120088 0.041221106 chloride channel, voltage-sensitive 2 ENSMUSG00000031546 109145 Gins4 −0.411283822 0.007447036 GINS complex subunit 4 (SId5 homolog) ENSMUSG00000032741 252972 Tpcn1 −0.411431535 0.017946736 two pore channel 1 ENSMUSG00000004961 53420 Syt5 −0.411728202 0.012111277 synaptotagmin V ENSMUSG00000007564 51792 Ppp2r1a −0.41192792 0.002590106 protein phosphatase 2, regulatory subunit A, alpha ENSMUSG00000067288 54127 Rps28 −0.411941274 0.019047157 ribosomal protein S28 ENSMUSG00000042078 68666 Svop −0.412285422 0.032965829 SV2 related protein ENSMUSG00000026816 70239 Gtf3c5 −0.412479865 0.035537227 general transcription factor IIIC, polypeptide 5 ENSMUSG00000042203 381085 Tbc1d22b −0.412539292 0.006413641 TBC1 domain family, member 22B ENSMUSG00000026603 226830 Smyd2 −0.412780253 0.00893054 SET and MYND domain containing 2 ENSMUSG00000006390 54325 Elovl1 −0.413409515 0.032175372 elongation of very long chain fatty acids (FEN1/Elo2, SUR4/Elo3, yeast)-like 1 ENSMUSG00000066900 71954 Suds3 −0.413484764 0.000893237 suppressor of defective silencing 3 homolog (S. cerevisiae) ENSMUSG00000013997 27045 Nit1 −0.413504909 0.00391181 nitrilase 1 ENSMUSG00000028700 68273 Pomgnt1 −0.413557344 0.003340584 protein O-linked mannose beta 1,2- N-acetylglucosaminyltransferase ENSMUSG00000029009 17769 Mthfr −0.413630276 0.01495083 5,10-methylenetetrahydrofolate reductase ENSMUSG00000097915 380977 A330009N23Rik −0.413947943 0.048794894 RIKEN cDNA A330009N23 gene ENSMUSG00000031824 234797 6430548M08Rik −0.414340869 0.016770762 RIKEN cDNA 6430548M08 gene ENSMUSG00000006575 51799 Rundc3a −0.414401509 0.019550142 RUN domain containing 3A ENSMUSG00000044550 594844 Tceal3 −0.414435823 0.005467068 transcription elongation factor A (SII)-like 3 ENSMUSG00000031782 67914 Coq9 −0.414644921 0.013036571 coenzyme Q9 ENSMUSG00000042734 69480 Ttc9 −0.414909913 0.025385578 tetratricopeptide repeat domain 9 ENSMUSG00000039849 228866 Pcif1 −0.415083074 0.017334618 PDX1 C-terminal inhibiting factor 1 ENSMUSG00000036098 225908 Myrf −0.415182303 0.026436683 myelin regulatory factor ENSMUSG00000070394 69186 Tmem256 −0.415286744 0.013616429 transmembrane protein 256 ENSMUSG00000006728 12567 Cdk4 −0.415479016 0.000228196 cyclin-dependent kinase 4 ENSMUSG00000016933 18803 Plcg1 −0.415784453 0.009746584 phospholipase C, gamma 1 ENSMUSG00000020780 217337 Srp68 −0.415965955 0.009351392 signal recognition particle 68 ENSMUSG00000055745 223732 Ldoc1l −0.416124926 0.01321842 leucine zipper, down-regulated in cancer 1-like ENSMUSG00000019338 78266 Zfp687 −0.416130658 0.032840549 zinc finger protein 687 ENSMUSG00000033065 18642 Pfkm −0.416467027 0.005004721 phosphofructokinase, muscle ENSMUSG00000038271 320678 Iffo1 −0.416553139 0.028792888 intermediate filament family orphan 1 ENSMUSG00000040463 18432 Mybbp1a −0.416787453 0.016129379 MYB binding protein (P160) 1a ENSMUSG00000001062 72325 Vps9d1 −0.416855378 0.024820087 VPS9 domain containing 1 ENSMUSG00000027610 14854 Gss −0.416875454 0.028737384 glutathione synthetase ENSMUSG00000032875 207212 Arhgef17 −0.417048199 0.010452276 Rho guanine nucleotide exchange factor (GEF) 17 ENSMUSG00000018648 56405 Dusp14 −0.417199152 0.002485879 dual specificity phosphatase 14 ENSMUSG00000031385 140571 Plxnb3 −0.417229252 0.012111277 plexin B3 ENSMUSG00000037428 381677 Vgf −0.41722998 0.016392072 VGF nerve growth factor inducible ENSMUSG00000022212 12891 Cpne6 −0.417667094 0.018238801 copine VI ENSMUSG00000017188 52469 Coa3 −0.418210542 0.01748766 cytochrome C oxidase assembly factor 3 ENSMUSG00000024735 28000 Prpf19 −0.418316666 0.024057421 pre-mRNA processing factor 19 ENSMUSG00000062867 23918 Impdh2 −0.418944054 0.007421345 inosine 5′-phosphate dehydrogenase 2 ENSMUSG00000071719 620592 Tmem28 −0.418960331 0.005169983 transmembrane protein 28 ENSMUSG00000071757 387609 Zhx2 −0.419929859 0.00128312 zinc fingers and homeoboxes 2 ENSMUSG00000057036 −0.419997601 0.035303081 ENSMUSG00000004207 19156 Psap −0.420243104 0.008008766 prosaposin ENSMUSG00000050856 11958 Atp5k −0.420763136 0.013155585 ATP synthase, H+ transporting, mitochondrial Fl F0 complex, subunit E ENSMUSG00000022442 319953 Ttll1 −0.420913883 0.022801138 tubulin tyrosine ligase-like 1 ENSMUSG00000050164 207911 Mchr1 −0.421206197 0.024672575 melanin-concentrating hormone receptor 1 ENSMUSG00000024208 67267 Uqcc2 −0.421279314 0.015425157 ubiquinol-cytochrome c reductase complex assembly factor 2 ENSMUSG00000030330 28019 Ing4 −0.421466339 0.004361963 inhibitor of growth family, member 4 ENSMUSG00000028953 27407 Abcf2 −0.421480813 0.000855162 ATP-binding cassette, sub-family F (GCN20), member 2 ENSMUSG00000033684 104009 Qsox1 −0.421703756 0.020101173 quiescin Q6 sulfhydryl oxidase 1 ENSMUSG00000018858 68572 Mrpl58 −0.42187407 0.034979811 mitochondrial ribosomal protein L58 ENSMUSG00000002550 22245 Uck1 −0.422085573 0.045668966 uridine-cytidine kinase 1 ENSMUSG00000009681 110279 Bcr −0.422098833 0.001231811 breakpoint cluster region ENSMUSG00000074736 433485 Syndig1 −0.422343884 0.000222519 synapse differentiation inducing 1 ENSMUSG00000022841 11773 Ap2m1 −0.422473628 0.011144735 adaptor-related protein complex 2, mu 1 subunit ENSMUSG00000026411 66241 Tmem9 −0.4224835 0.047465487 transmembrane protein 9 ENSMUSG00000071654 107197 Uqcc3 −0.422660405 0.037182588 ubiquinol-cytochrome c reductase complex assembly factor 3 ENSMUSG00000020792 53413 Exoc7 −0.422729168 0.043310304 exocyst complex component 7 ENSMUSG00000049396 276919 Gemin4 −0.423059556 0.028481058 gem (nuclear organelle) associated protein 4 ENSMUSG00000040276 23969 Pacsin1 −0.423298031 0.016961463 protein kinase C and casein kinase substrate in neurons 1 ENSMUSG00000020196 104248 Cabin1 −0.423332663 0.017849495 calcineurin binding protein 1 ENSMUSG00000054452 14797 Aes −0.423618058 0.015884241 amino-terminal enhancer of split ENSMUSG00000019210 11973 Atp6v1e1 −0.423744368 0.000594965 ATPase, H+ transporting, lysosomal V1 subunit E1 ENSMUSG00000003534 12305 Ddr1 −0.423867501 0.024978071 discoidin domain receptor family, member 1 ENSMUSG00000001103 18292 Sebox −0.424334111 0.024829386 SEBOX homeobox ENSMUSG00000027883 76123 Gpsm2 −0.424391656 0.002213398 G-protein signalling modulator 2 (AGS3-like, C. elegans) ENSMUSG00000068206 18693 Pick1 −0.424593487 0.01458373 protein interacting with C kinase 1 ENSMUSG00000020284 67884 1810043G02Rik −0.424621884 0.00921572 RIKEN cDNA 1810043G02 gene ENSMUSG00000034254 55979 Agpat1 −0.42490165 0.005081029 1-acylglycerol-3-phosphate O- acyltransferase 1 (lysophosphatidic acid acyltransferase, alpha) ENSMUSG00000031157 54633 Pqbp1 −0.424976257 0.002380912 polyglutamine binding protein 1 ENSMUSG00000036372 69038 Tmem258 −0.424986258 0.030455219 transmembrane protein 258 ENSMUSG00000025155 68730 Dus1l −0.425156599 0.009046513 dihydrouridine synthase 1-like (S. cerevisiae) ENSMUSG00000030079 56505 Ruvbl1 −0.425210142 0.004248922 RuvB-like protein 1 ENSMUSG00000092558 56771 Med20 −0.425453601 0.005587517 mediator complex subunit 20 ENSMUSG00000031783 20021 Polr2c −0.425601452 0.011630092 polymerase (RNA) II (DNA directed) polypeptide C ENSMUSG00000024187 106581 Fam234a −0.425654097 0.028659139 family with sequence similarity 234, member A ENSMUSG00000001741 16170 Il16 −0.42586669 0.016485376 interleukin 16 ENSMUSG00000053769 217779 Lysmd1 −0.425910238 0.005764002 LysM, putative peptidoglycan- binding, domain containing 1 ENSMUSG00000038026 16524 Kcnj9 −0.426293197 0.030461682 potassium inwardly-rectifying channel, subfamily J, member 9 ENSMUSG00000026090 72097 2010300C02Rik −0.426511332 0.000605244 RIKEN cDNA 2010300C02 gene ENSMUSG00000045318 11553 Adra2c −0.426636113 0.018816655 adrenergic receptor, alpha 2c ENSMUSG00000020708 19184 Psmc5 −0.426810173 0.004154959 protease (prosome, macropain) 26S subunit, ATPase 5 ENSMUSG00000017404 19921 Rpl19 −0.427422881 0.01292974 ribosomal protein L19 ENSMUSG00000023473 107934 Celsr3 −0.427689161 0.024712971 cadherin, EGF LAG seven-pass G- type receptor 3 ENSMUSG00000025381 56530 Cnpy2 −0.427898297 0.003900116 canopy FGF signaling regulator 2 ENSMUSG00000024132 13177 Eci1 −0.427999691 0.012390159 enoyl-Coenzyme A delta isomerase 1 ENSMUSG00000024620 18596 Pdgfrb −0.428196212 0.014193146 platelet derived growth factor receptor, beta polypeptide ENSMUSG00000075467 52838 Dnlz −0.428376249 0.045447791 DNL-type zinc finger ENSMUSG00000017264 50912 Exosc10 −0.428663107 0.012181426 exosome component 10 ENSMUSG00000056167 78893 Cnot10 −0.429808702 0.008023518 CCR4-NOT transcription complex, subunit 10 ENSMUSG00000020832 57837 Eral1 −0.43005253 0.0074626 Era (G-protein)-like 1 (E. coli) ENSMUSG00000037946 30938 Fgd3 −0.430264235 0.028481058 FYVE, RhoGEF and PH domain containing 3 ENSMUSG00000024844 23825 Banf1 −0.4303595 0.02425828 barrier to autointegration factor 1 ENSMUSG00000025575 76025 Cant1 −0.4308807 0.00366546 calcium activated nucleotidase 1 ENSMUSG00000033712 219158 Ccar2 −0.430886489 0.002158721 cell cycle activator and apoptosis regulator 2 ENSMUSG00000031812 67443 Map1lc3b −0.431188853 0.000332881 microtubule-associated protein 1 light chain 3 beta ENSMUSG00000006299 227290 Aamp −0.431284619 0.040922821 angio-associated migratory protein ENSMUSG00000056749 18030 Nfil3 −0.431413905 0.01292974 nuclear factor, interleukin 3, regulated ENSMUSG00000063856 14775 Gpx1 −0.431514049 0.007068264 glutathione peroxidase 1 ENSMUSG00000023011 72393 Faim2 −0.43188823 0.022405858 Fas apoptotic inhibitory molecule 2 ENSMUSG00000005161 21672 Prdx2 −0.431985993 0.003780714 peroxiredoxin 2 ENSMUSG00000003037 17274 Rab8a −0.432082844 0.00499607 RAB8A, member RAS oncogene family ENSMUSG00000028729 69072 Ebna1bp2 −0.432115045 0.003122633 EBNA1 binding protein 2 ENSMUSG00000036002 230088 Fam214b −0.432353261 0.034902014 family with sequence similarity 214, member B ENSMUSG00000053046 75770 Brsk2 −0.432705841 0.009521511 BR serine/threonine kinase 2 ENSMUSG00000022947 109857 Cbr3 −0.432868299 0.031240021 carbonyl reductase 3 ENSMUSG00000025410 69654 Dctn2 −0.432916036 0.008027523 clynactin 2 ENSMUSG00000038150 66612 Ormdl3 −0.432958801 0.009747667 ORM1-like 3 (S. cerevisiae) ENSMUSG00000020393 84035 Kremen1 −0.43299793 0.002922923 kringle containing transmembrane protein 1 ENSMUSG00000006676 71472 Usp19 −0.433153367 0.007421345 ubiquitin specific peptidase 19 ENSMUSG00000028927 18600 Padi2 −0.433362519 0.005193975 peptidyl arginine deiminase, type II ENSMUSG00000014601 229707 Strip1 −0.433373888 0.005496172 striatin interacting protein 1 ENSMUSG00000053297 243373 Al854703 −0.433452888 0.013557723 expressed sequence AI854703 ENSMUSG00000057841 19951 Rpl32 −0.433725685 0.009784493 ribosomal protein L32 ENSMUSG00000041958 276846 Pigs −0.43403495 0.016109381 phosphatidylinositol glycan anchor biosynthesis, class S ENSMUSG00000059278 78304 Naa38 −0.434205417 0.04637251 N(alpha)-acetyltransferase 38, NatC auxiliary subunit ENSMUSG00000013236 19280 Ptprs −0.434265845 0.039879385 protein tyrosine phosphatase, receptor type, S ENSMUSG00000028029 13722 Aimp1 −0.434392872 0.002238309 aminoacyl tRNA synthetase complex-interacting multifunctional protein 1 ENSMUSG00000023809 20112 Rps6ka2 −0.434660381 0.002106191 ribosomal protein S6 kinase, polypeptide 2 ENSMUSG00000025237 67287 Parp6 −0.43503443 0.007929783 poly (ADP-ribose) polymerase family, member 6 ENSMUSG00000001240 54409 Ramp2 −0.435035316 0.031536917 receptor (calcitonin) activity modifying protein 2 ENSMUSG00000030986 101437 Dhx32 −0.435290062 0.005922988 DEAH (Asp-Glu-Ala-His) box polypeptide 32 ENSMUSG00000077450 19326 Rab11b −0.435393216 0.024829386 RAB11B, member RAS oncogene family ENSMUSG00000046691 214987 Chtf8 −0.435634668 0.009303766 CTF8, chromosome transmission fidelity factor 8 ENSMUSG00000049303 171180 Syt12 −0.435697324 0.010534996 synaptotagmin XII ENSMUSG00000032500 245038 Dclk3 −0.436025169 0.004361963 doublecortin-like kinase 3 ENSMUSG00000026442 269116 Nfasc −0.436274005 0.00396437 neurofascin ENSMUSG00000040462 216440 Os9 −0.436485062 0.010115734 amplified in osteosarcoma ENSMUSG00000078684 −0.436524177 0.004073422 ENSMUSG00000022075 246710 Rhobtb2 −0.436738006 0.013826795 Rho-related BTB domain containing 2 ENSMUSG00000023452 320951 Pisd −0.436944217 0.004971504 phosphatidylserine decarboxylase ENSMUSG00000003585 67815 Sec14l2 −0.437016365 0.000312629 SEC14-like lipid binding 2 ENSMUSG00000063882 66576 Uqcrh −0.437644056 0.001786293 ubiquinol-cytochrome c reductase hinge protein ENSMUSG00000033510 170711 Otud7a −0.437703925 0.005802278 OTU domain containing 7A ENSMUSG00000036620 103534 Mgat4b −0.438767934 0.004945764 mannoside acetylglucosaminyltransferase 4, isoenzyme B ENSMUSG00000037049 20597 Smpd1 −0.43883657 0.015735034 sphingomyelin phosphodiesterase 1, acid lysosomal ENSMUSG00000020918 14534 Kat2a −0.438899338 0.008874366 K(lysine) acetyltransferase 2A ENSMUSG00000016252 67126 Atp5e −0.438935842 0.014234161 ATP synthase, H+ transporting, mitochondrial F1 complex, epsilon subunit ENSMUSG00000029056 269614 Pank4 −0.438995419 0.002053194 pantothenate kinase 4 ENSMUSG00000032936 235604 Camkv −0.439054128 0.045542912 CaM kinase-like vesicle-associated ENSMUSG00000018865 29859 Sult4a1 −0.439824532 0.00451666 sulfotransferase family 4A, member 1 ENSMUSG00000019173 19345 Rab5c −0.439910432 0.002168825 RAB5C, member RAS oncogene family ENSMUSG00000063646 76071 Jakmip1 −0.440557659 0.048406436 janus kinase and microtubule interacting protein 1 ENSMUSG00000021259 13116 Cyp46a1 −0.440729845 0.024984318 cytochrome P450, family 46, subfamily a, polypeptide 1 ENSMUSG00000028847 27096 Trappc3 −0.440740933 0.000250755 trafficking protein particle complex 3 ENSMUSG00000007038 18010 Neu1 −0.440781545 0.01663545 neuraminidase 1 ENSMUSG00000074886 26385 Grk6 −0.441513211 0.002947909 G protein-coupled receptor kinase 6 ENSMUSG00000045216 50785 Hs6st1 −0.441731025 0.008949062 heparan sulfate 6-O- sulfotransferase 1 ENSMUSG00000022658 56370 Tagln3 −0.442006583 0.001768632 transgelin 3 ENSMUSG00000017670 140579 Elmo2 −0.442160175 1.92E−05 engulfment and cell motility 2 ENSMUSG00000006301 69660 Tmbim1 −0.442450938 2.32E−05 transmembrane BAX inhibitor motif containing 1 ENSMUSG00000037523 228607 Mavs −0.443222268 0.045343776 mitochondrial antiviral signaling protein ENSMUSG00000024381 30948 Bin1 −0.443259628 0.007008349 bridging integrator 1 ENSMUSG00000033335 13430 Dnm2 −0.443507008 0.002834999 clynamin 2 ENSMUSG00000029608 19894 Rph3a −0.443577897 0.003032627 rabphilin 3A ENSMUSG00000029577 117146 Ube3b −0.443845896 0.010869481 ubiquitin protein ligase E3B ENSMUSG00000015474 54397 Ppt2 −0.444074009 0.034386122 palmitoyl-protein thioesterase 2 ENSMUSG00000032485 235623 Scap −0.444120876 0.014692027 SREBF chaperone ENSMUSG00000027255 77038 Arfgap2 −0.444378166 0.016697053 ADP-ribosylation factor GTPase activating protein 2 ENSMUSG00000038564 67661 Ift172 −0.44460788 0.045505582 intraflagellar transport 172 ENSMUSG00000046182 269994 Gsg1l −0.444751468 0.00584403 GSG1-like ENSMUSG00000039194 19771 Rlbp1 −0.444842823 0.000800597 retinaldehyde binding protein 1 ENSMUSG00000048755 223722 Mcat −0.444940098 0.018597016 malonyl CoA:ACP acyltransferase (mitochondrial) ENSMUSG00000071655 225896 Ubxn1 −0.445188802 0.021216764 UBX domain protein 1 ENSMUSG00000025190 14718 Got1 −0.445300516 0.00142299 glutamic-oxaloacetic transaminase 1, soluble ENSMUSG00000025739 64337 Gng13 −0.445360899 0.017297968 guanine nucleotide binding protein (G protein), gamma 13 ENSMUSG00000029528 19303 Pxn −0.44542184 0.027554901 paxillin ENSMUSG00000083282 56464 Ctsf −0.44549357 0.00584403 cathepsin F ENSMUSG00000025484 54399 Bet1l −0.445806352 0.025550525 Bet1 golgi vesicular membrane trafficking protein like ENSMUSG00000079197 19188 Psme2 −0.445931413 0.009191831 proteasome (prosome, macropain) activator subunit 2 (PA28 beta) ENSMUSG00000071645 70044 Tut1 −0.446046886 0.034956851 terminal uridylyl transferase 1, U6 snRNA-specific ENSMUSG00000029472 59008 Anapc5 −0.446060513 0.000573052 anaphase-promoting complex subunit 5 ENSMUSG00000006435 18011 Neurl1a −0.446323224 0.007447036 neuralized E3 ubiquitin protein ligase 1A ENSMUSG00000097636 381232 Mirt1 −0.446501225 0.049928 myocardial infarction associated transcript 1 ENSMUSG00000031029 66085 Eif3f −0.447036686 0.000386363 eukaryotic translation initiation factor 3, subunit F ENSMUSG00000041740 50849 Rnf10 −0.447072876 0.000317383 ring finger protein 10 ENSMUSG00000059552 22059 Trp53 −0.447192511 0.044710335 transformation related protein 53 ENSMUSG00000038489 66491 Polr2l −0.447527394 0.026558756 polymerase (RNA) II (DNA directed) polypeptide L ENSMUSG00000023018 83797 Smarcd1 −0.447719756 0.005496172 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily d, member 1 ENSMUSG00000053898 51798 Ech1 −0.448033515 0.01812301 enoyl coenzyme A hydratase 1, peroxisomal ENSMUSG00000029627 67235 Zkscan14 −0.44839787 0.015806709 zinc finger with KRAB and SCAN domains 14 ENSMUSG00000037012 15275 Hk1 −0.448449502 0.007190034 hexokinase 1 ENSMUSG00000010376 18002 Nedd8 −0.448467487 0.01168441 neural precursor cell expressed, developmentally down-regulated gene 8 ENSMUSG00000015461 12915 Atf6b −0.448527509 0.005431104 activating transcription factor 6 beta ENSMUSG00000022391 19387 Rangap1 −0.448632709 0.017531305 RAN GTPase activating protein 1 ENSMUSG00000024947 17283 Men1 −0.448771184 0.015244082 multiple endocrine neoplasia 1 ENSMUSG00000008393 52502 Carhsp1 −0.448791442 2.50E−05 calcium regulated heat stable protein 1 ENSMUSG00000008734 64297 Gprc5b −0.449101668 6.37E−05 G protein-coupled receptor, family C, group 5, member B ENSMUSG00000035198 103733 Tubg1 −0.449582432 0.036826627 tubulin, gamma 1 ENSMUSG00000017664 228875 Slc35c2 −0.449584586 0.03852293 solute carrier family 35, member C2 ENSMUSG00000048758 19944 Rpl29 −0.449591521 0.020921641 ribosomal protein L29 ENSMUSG00000028470 68917 Hint2 −0.449715071 0.038341633 histidine triad nucleotide binding protein 2 ENSMUSG00000027270 76161 Lamp5 −0.449790443 0.014257842 lysosomal-associated membrane protein family, member 5 ENSMUSG00000028785 15444 Hpca −0.449813738 0.00437341 hippocalcin ENSMUSG00000029387 209357 Gtf2h3 −0.449848132 0.012390159 general transcription factor IIH, polypeptide 3 ENSMUSG00000023971 224823 Rrp36 −0.44997584 0.032402893 ribosomal RNA processing 36 homolog (S. cerevisiae) ENSMUSG00000020230 15468 Prmt2 −0.450951734 0.011221844 protein arginine N- methyltransferase 2 ENSMUSG00000025967 55949 Eef1b2 −0.450994598 0.001833082 eukaryotic translation elongation factor 1 beta 2 ENSMUSG00000031960 234734 Aars −0.451165372 0.00366546 alanyl-tRNA synthetase ENSMUSG00000039715 71820 Wdr34 −0.451270476 0.026002247 WD repeat domain 34 ENSMUSG00000035007 217201 Rundc1 −0.451276222 0.002590106 RUN domain containing 1 ENSMUSG00000024194 67675 Cuta −0.451403367 0.015531205 cutA divalent cation tolerance homolog ENSMUSG00000029454 17165 Mapkapk5 −0.451798023 0.000369563 MAP kinase-activated protein kinase 5 ENSMUSG00000044216 16520 Kcnj4 −0.451839239 0.024057421 potassium inwardly-rectifying channel, subfamily J, member 4 ENSMUSG00000037989 75607 Wnk2 −0.452006492 0.04654012 WNK lysine deficient protein kinase 2 ENSMUSG00000036611 67484 Eepd1 −0.452386261 0.000447331 endonuclease/exonuclease/phosph atase family domain containing 1 ENSMUSG00000078193 −0.452536922 0.01278908 ENSMUSG00000005069 19305 Pex5 −0.452559188 0.001150495 peroxisomal biogenesis factor 5 ENSMUSG00000037126 73728 Psd −0.453027105 0.011955188 pleckstrin and Sec7 domain containing ENSMUSG00000028057 19769 Rit1 −0.453175129 0.005053643 Ras-like without CAAX 1 ENSMUSG00000034781 14672 Gna11 −0.453898766 0.014563503 guanine nucleotide binding protein, alpha 11 ENSMUSG00000039747 269717 Orai2 −0.45393103 0.000839965 ORAI calcium release-activated calcium modulator 2 ENSMUSG00000030630 14085 Fah −0.453936543 0.027332246 fumarylacetoacetate hydrolase ENSMUSG00000045777 320802 Ifitm10 −0.453946249 0.017200534 interferon induced transmembrane protein 10 ENSMUSG00000031104 19337 Rab33a −0.454285895 0.042094277 RAB33A, member RAS oncogene family ENSMUSG00000033423 140546 Eri3 −0.454484339 0.003544118 exoribonuclease 3 ENSMUSG00000038351 97761 Sgsm2 −0.454624313 0.029164509 small G protein signaling modulator 2 ENSMUSG00000029071 13542 Dvl1 −0.45470957 0.003853041 dishevelled segment polarity protein 1 ENSMUSG00000018761 24070 Mpdu1 −0.454802136 0.02855274 mannose-P-dolichol utilization defect 1 ENSMUSG00000044730 −0.454880926 0.001900142 ENSMUSG00000005716 19293 Pvalb −0.454956582 0.00445791 parvalbumin ENSMUSG00000031400 14381 G6pdx −0.455534757 0.002817651 glucose-6-phosphate dehydrogenase X-linked ENSMUSG00000035805 170790 Mic1 −0.455906445 0.001910419 megalencephalic leukoencephalopathy with subcortical cysts 1 homolog (human) ENSMUSG00000037339 74504 Fam53a −0.456115627 0.01257086 family with sequence similarity 53, member A ENSMUSG00000034105 74347 Tldc1 −0.456291972 0.011721626 TBC/LysM associated domain containing 1 ENSMUSG00000021285 21981 Ppp1r13b −0.456326834 0.000163755 protein phosphatase 1, regulatory (inhibitor) subunit 13B ENSMUSG00000000308 12716 Ckmt1 −0.456794742 0.012719029 creatine kinase, mitochondrial 1, ubiquitous ENSMUSG00000020658 668212 Efr3b −0.456907856 0.035584241 EFR3 homolog B ENSMUSG00000014426 26407 Map3k4 −0.456957155 0.000315513 mitogen-activated protein kinase kinase kinase 4 ENSMUSG00000032977 108707 Fam207a −0.457093101 0.039769443 family with sequence similarity 207, member A ENSMUSG00000045838 214239 A430105I19Rik −0.457292694 0.015941294 RIKEN cDNA A430105I19 gene ENSMUSG00000041609 75665 Ccdc64 −0.457482717 0.035578226 coiled-coil domain containing 64 ENSMUSG00000035390 381979 Brsk1 −0.457597146 0.015400867 BR serine/threonine kinase 1 ENSMUSG00000073436 193838 Eme2 −0.4576449 0.014193146 essential meiotic structure-specific endonuclease subunit 2 ENSMUSG00000027327 67326 1700037H04Rik −0.457772964 0.027811472 RIKEN cDNA 1700037H04 gene ENSMUSG00000032330 12866 Cox7a2 −0.457918918 0.002700783 cytochrome c oxidase subunit VIIa 2 ENSMUSG00000029036 108888 Atad3a −0.458147068 0.041077784 ATPase family, AAA domain containing 3A ENSMUSG00000022516 66911 Nudt16l1 −0.458237304 0.008372348 nudix (nucleoside diphosphate linked moiety X)-type motif 16-like 1 ENSMUSG00000032735 319713 Ablim3 −0.458319798 0.000839965 actin binding LIM protein family, member 3 ENSMUSG00000034614 216505 Pik3ip1 −0.458665562 0.001788941 phosphoinositide-3-kinase interacting protein 1 ENSMUSG00000025402 17937 Nab2 −0.458816163 0.033530806 Ngfi-A binding protein 2 ENSMUSG00000045174 211383 Amer3 −0.459103928 0.003115724 APC membrane recruitment 3 ENSMUSG00000026527 24012 Rgs7 −0.45919365 0.000689438 regulator of G protein signaling 7 ENSMUSG00000056204 66522 Pgpep1 −0.459477115 0.004631864 pyroglutamyl-peptidase 1 ENSMUSG00000034145 217733 Tmem63c −0.459750097 0.012390159 transmembrane protein 63c ENSMUSG00000000902 20587 Smarcb1 −0.460344092 0.009601656 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily b, member 1 ENSMUSG00000025499 15461 Hras −0.460812597 0.007038176 Harvey rat sarcoma virus oncogene ENSMUSG00000024875 68090 Yif1a −0.461346517 0.038187701 Yip1 interacting factor homolog A (S. cerevisiae) ENSMUSG00000005580 11515 Adcy9 −0.461662272 0.00033091 adenylate cyclase 9 ENSMUSG00000003235 224045 Eif2b5 −0.461796863 0.010287216 eukaryotic translation initiation factor 2B, subunit 5 epsilon ENSMUSG00000091515 −0.462664795 0.035654262 ENSMUSG00000002031 76568 Ift46 −0.463005605 0.004198828 intraflagellar transport 46 ENSMUSG00000034958 16467 Atcay −0.463301356 0.002306956 ataxia, cerebellar, Cayman type ENSMUSG00000028048 14466 Gba −0.463445489 0.00987106 glucosidase, beta, acid ENSMUSG00000092607 69269 Scnm1 −0.46386084 0.000677785 sodium channel modifier 1 ENSMUSG00000024038 78330 Ndufv3 −0.464208703 0.033593366 NADH dehydrogenase (ubiquinone) flavoprotein 3 ENSMUSG00000026489 67426 Coq8a −0.464445318 0.039087346 coenzyme Q8A ENSMUSG00000004846 26433 Plod3 −0.46451114 0.047890046 procollagen-lysine, 2-oxoglutarate 5-dioxygenase 3 ENSMUSG00000031770 64209 Herpud1 −0.464556751 0.003780714 homocysteine-inducible, endoplasmic reticulum stress- inducible, ubiquitin-like domain member 1 ENSMUSG00000024644 66054 Cndp2 −0.464644629 0.003036844 CNDP dipeptidase 2 (metallopeptidase M20 family) ENSMUSG00000029406 19679 Pitpnm2 −0.464741318 0.003076373 phosphatidylinositol transfer protein, membrane-associated 2 ENSMUSG00000022199 59049 Slc22a17 −0.464742716 0.018238801 solute carrier family 22 (organic cation transporter), member 17 ENSMUSG00000000325 11877 Arvcf −0.46482706 0.048896666 armadillo repeat gene deleted in velo-cardio-facial syndrome ENSMUSG00000041571 20364 Sepw1 −0.464865873 0.010121634 selenoprotein W, muscle 1 ENSMUSG00000021143 217893 Pacs2 −0.464890307 0.00029359 phosphofurin acidic cluster sorting protein 2 ENSMUSG00000031505 69225 Naxd −0.465232682 0.035744797 NAD(P)HX dehydratase ENSMUSG00000037509 226970 Arhgef4 −0.465246042 0.006708852 Rho guanine nucleotide exchange factor (GEF) 4 ENSMUSG00000050621 100043813 Rps27rt −0.46557073 0.000455457 ribosomal protein S27, retrogene ENSMUSG00000050121 226115 Opalin −0.46581104 0.001079007 oligodendrocytic myelin paranodal and inner loop protein ENSMUSG00000059534 66152 Ugcr10 −0.466152672 0.029477001 ubiquinol-cytochrome c reductase, complex III subunit X ENSMUSG00000016179 215303 Camk1g −0.466297067 0.003122633 calcium/calmodulin-dependent protein kinase I gamma ENSMUSG00000023328 11423 Ache −0.466358105 0.025770684 acetylcholinesterase ENSMUSG00000021720 71816 Rnf180 −0.466704446 0.024307603 ring finger protein 180 ENSMUSG00000002580 103742 Mien1 −0.467066747 0.001434658 migration and invasion enhancer 1 ENSMUSG00000008958 21427 Vps72 −0.467274867 0.02071922 vacuolar protein sorting 72 ENSMUSG00000052949 217340 Rnf157 −0.467365605 0.005796824 ring finger protein 157 ENSMUSG00000034171 14073 Faah −0.467498863 0.004206198 fatty acid amide hydrolase ENSMUSG00000003934 13643 Efnb3 −0.467861209 0.00289335 ephrin B3 ENSMUSG00000027603 207182 Ggt7 −0.467920646 0.006708852 gamma-glutamyltransferase 7 ENSMUSG00000030707 12721 Coro1a −0.467989273 0.002418557 coronin, actin binding protein 1A ENSMUSG00000021819 268721 Zswim8 −0.468391558 0.027598975 zinc finger SWIM-type containing 8 ENSMUSG00000020444 14923 Guk1 −0.468888881 0.003102924 guanylate kinase 1 ENSMUSG00000002763 224824 Pex6 −0.468964418 0.033939371 peroxisomal biogenesis factor 6 ENSMUSG00000005481 68278 Ddx39 −0.469248313 0.013991274 DEAD (Asp-Glu-Ala-Asp) box polypeptide 39 ENSMUSG00000008690 52683 Ncaph2 −0.469435852 0.002747619 non-SMC condensin II complex, subunit H2 ENSMUSG00000040659 27984 Efhd2 −0.469695569 0.004568369 EF hand domain containing 2 ENSMUSG00000029095 231148 Ablim2 −0.469869794 0.03031987 actin-binding LIM protein 2 ENSMUSG00000024953 54683 Prdx5 −0.470294395 0.002590106 peroxiredoxin 5 ENSMUSG00000036398 76497 Ppp1r11 −0.470537662 0.009334101 protein phosphatase 1, regulatory (inhibitor) subunit 11 ENSMUSG00000071652 109077 Ints5 −0.471128881 0.018953988 integrator complex subunit 5 ENSMUSG00000061981 14252 Flot2 −0.471314275 0.00548322 flotillin 2 ENSMUSG00000017344 22370 Vtn −0.471414155 0.004588363 vitronectin ENSMUSG00000025318 57340 Jph3 −0.47166891 0.002228254 junctophilin 3 ENSMUSG00000008140 69683 Emc10 −0.471760657 0.016376632 ER membrane protein complex subunit 10 ENSMUSG00000028373 56079 Astn2 −0.471806874 0.003473018 astrotactin 2 ENSMUSG00000074247 66498 Dda1 −0.471935939 0.022370858 DET1 and DDB1 associated 1 ENSMUSG00000017400 217154 Stac2 −0.472005431 0.027987337 SH3 and cysteine rich domain 2 ENSMUSG00000038244 320878 Mical2 −0.472050735 0.001624593 microtubule associated monooxygenase, calponin and LIM domain containing 2 ENSMUSG00000030401 20167 Rtn2 −0.472277583 0.007905396 reticulon 2 (Z-band associated protein) ENSMUSG00000020741 74148 Cluh −0.472418309 0.026983762 clustered mitochondria (cluA/CLU1) homolog ENSMUSG00000018286 19175 Psmb6 −0.472463164 0.003577611 proteasome (prosome, macropain) subunit, beta type 6 ENSMUSG00000018830 17880 Myh11 −0.472733268 0.04287943 myosin, heavy polypeptide 11, smooth muscle ENSMUSG00000081485 −0.472773851 0.028554581 ENSMUSG00000033326 230674 Kdm4a −0.472986222 0.001441714 lysine (K)-specific demethylase 4A ENSMUSG00000008318 320100 Relt −0.47305838 0.04491813 RELT tumor necrosis factor receptor ENSMUSG00000028741 69902 Mrto4 −0.473090367 0.001276768 mRNA turnover 4, ribosome maturation factor ENSMUSG00000020455 94091 Trim11 −0.473418873 0.020101173 tripartite motif-containing 11 ENSMUSG00000060036 27367 Rpl3 −0.473990549 0.000368076 ribosomal protein L3 ENSMUSG00000030376 110891 Slc8a2 −0.474330952 0.002549057 solute carrier family 8 (sodium/calcium exchanger), member 2 ENSMUSG00000022415 20972 Syngr1 −0.4743447 0.011109797 synaptogyrin 1 ENSMUSG00000038252 68298 Ncapd2 −0.474406672 0.031409398 non-SMC condensin 1 complex, subunit D2 ENSMUSG00000003527 27886 Dgcr14 −0.474431971 0.023018223 DiGeorge syndrome critical region gene 14 ENSMUSG00000024660 16319 Incenp −0.474648437 0.028232579 inner centromere protein ENSMUSG00000029674 16885 Limk1 −0.474747717 0.034549421 LIM-domain containing, protein kinase ENSMUSG00000001415 229512 Smg5 −0.47476601 0.018472842 Smg-5 homolog, nonsense mediated mRNA decay factor (C. elegans) ENSMUSG00000061718 19049 Ppp1r1b −0.474875621 0.041477233 protein phosphatase 1, regulatory (inhibitor) subunit 1B ENSMUSG00000020198 11776 Ap3d1 −0.474895844 0.005856448 adaptor-related protein complex 3, delta 1 subunit ENSMUSG00000032182 74766 Yipf2 −0.474911616 0.020108743 Yip1 domain family, member 2 ENSMUSG00000042502 70233 Cd2bp2 −0.475038397 6.36E−06 CD2 antigen (cytoplasmic tail) binding protein 2 ENSMUSG00000021222 73828 Dcaf4 −0.475040136 0.023930739 DDB1 and CUL4 associated factor 4 ENSMUSG00000018334 16706 Ksr1 −0.47525843 0.000418558 kinase suppressor of ras 1 ENSMUSG00000011306 70616 Sugp1 −0.475516217 0.026713815 SURF and G patch domain containing 1 ENSMUSG00000057897 12323 Camk2b −0.475550606 0.000845793 calcium/calmodulin-dependent protein kinase II, beta ENSMUSG00000029436 23948 Mmp17 −0.475680165 0.00889147 matrix metallopeptidase 17 ENSMUSG00000029610 231872 Aimp2 −0.475723628 0.02357533 aminoacyl tRNA synthetase complex-interacting multifunctional protein 2 ENSMUSG00000027076 30059 Timm10 −0.47608563 0.011001423 translocase of inner mitochondrial membrane 10 ENSMUSG00000017314 50997 Mpp2 −0.476185941 0.010364417 membrane protein, palmitoylated 2 (MAGUK p55 subfamily member 2) ENSMUSG00000022517 17237 Mgrn1 −0.476499826 0.003098105 mahogunin, ring finger 1 ENSMUSG00000052934 76454 Fbxo31 −0.476770085 0.025178945 F-box protein 31 ENSMUSG00000018293 18643 Pfn1 −0.477010554 0.006198195 profilin 1 ENSMUSG00000020889 217166 Nr1d1 −0.477047641 0.022245909 nuclear receptor subfamily 1, group D, member 1 ENSMUSG00000059409 21770 Ppp2r5d −0.477099122 0.001670236 protein phosphatase 2, regulatory subunit B′, delta ENSMUSG00000029447 −0.477661377 0.000605244 ENSMUSG00000004187 16581 Kifc2 −0.477924097 0.004389278 kinesin family member C2 ENSMUSG00000024826 19708 Dpf2 −0.478294111 0.005587517 D4, zinc and double PHD fingers family 2 ENSMUSG00000045374 192652 Wdr81 −0.478302914 0.042540153 WD repeat domain 81 ENSMUSG00000000149 14673 Gna12 −0.478563507 0.002227954 guanine nucleotide binding protein, alpha 12 ENSMUSG00000030881 76932 Arfip2 −0.478575287 0.006472733 ADP-ribosylation factor interacting protein 2 ENSMUSG00000062075 16907 Lmnb2 −0.478645445 0.039525489 lamin B2 ENSMUSG00000024219 224650 Anks1 −0.478715829 0.032315156 ankyrin repeat and SAM domain containing 1 ENSMUSG00000037060 109042 Prkcdbp −0.478824413 0.009551105 protein kinase C, delta binding protein ENSMUSG00000047415 238377 Gpr68 −0.480136624 0.00437341 G protein-coupled receptor 68 ENSMUSG00000027566 26444 Psma7 −0.480209886 0.000689438 proteasome (prosome, macropain) subunit, alpha type 7 ENSMUSG00000042389 381802 Tsen2 −0.48053746 0.002391979 tRNA splicing endonuclease subunit 2 ENSMUSG00000034949 103406 Zfr2 −0.480559156 0.024027306 zinc finger RNA binding protein 2 ENSMUSG00000093954 −0.48077011 0.026006131 ENSMUSG00000015013 59005 Trappc2l −0.480891592 0.007699151 trafficking protein particle complex 2-like ENSMUSG00000012114 94112 Med15 −0.481085309 0.001744984 mediator complex subunit 15 ENSMUSG00000040997 105501 Abhd4 −0.481098391 0.007699151 abhydrolase domain containing 4 ENSMUSG00000049960 66242 Mrps16 −0.481163062 0.009188631 mitochondrial ribosomal protein S16 ENSMUSG00000057177 606496 Gsk3a −0.482069808 0.000574921 glycogen synthase kinase 3 alpha ENSMUSG00000022756 224022 Slc7a4 −0.482091136 0.047206329 solute carrier family 7 (cationic amino acid transporter, y+ system), member 4 ENSMUSG00000035047 215194 Kri1 −0.48211844 0.017297968 KRI1 homolog ENSMUSG00000025132 192662 Arhgdia −0.482313828 0.003180866 Rho GDP dissociation inhibitor (GDI) alpha ENSMUSG00000043079 104027 Synpo −0.482380377 0.002836558 synaptopodin ENSMUSG00000034463 219151 Scara3 −0.48243992 0.000122145 scavenger receptor class A, member 3 ENSMUSG00000025931 74229 Paqr8 −0.48310298 0.009477937 progestin and adipoQ receptor family member VIII ENSMUSG00000020486 18952 4-Sep −0.483118579 0.002496844 septin 4 ENSMUSG00000026849 30931 Tor1a −0.483257496 0.002310026 torsin family 1, member A (torsin A) ENSMUSG00000028458 21754 Tesk1 −0.483258472 0.025770684 testis specific protein kinase 1 ENSMUSG00000021606 407785 Ndufs6 −0.483722311 0.014253904 NADH dehydrogenase (ubiquinone) Fe-S protein 6 ENSMUSG00000024181 68611 Mrpl28 −0.483786803 0.022405858 mitochondrial ribosomal protein L28 ENSMUSG00000032554 22041 Trf −0.484105254 0.000254355 transferrin ENSMUSG00000055401 50762 Fbxo6 −0.484545776 0.049663261 F-box protein 6 ENSMUSG00000036678 223921 Aaas −0.4845888 0.018472842 achalasia, adrenocortical insufficiency, alacrimia ENSMUSG00000039686 227693 Zer1 −0.485376118 0.022343397 zyg-11 related, cell cycle regulator ENSMUSG00000033316 231605 Galnt9 −0.485450781 0.022135171 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 9 ENSMUSG00000026309 67444 Ilkap −0.485515147 0.011833224 integrin-linked kinase-associated serine/threonine phosphatase 2C ENSMUSG00000024665 56473 Fads2 −0.4855765 0.017200534 fatty acid desaturase 2 ENSMUSG00000060152 117109 Pop5 −0.485682963 0.022614745 processing of precursor 5, ribonuclease P/MRP family (S. cerevisiae) ENSMUSG00000040447 216892 Spns2 −0.486836006 0.005047972 spinster homolog 2 ENSMUSG00000031388 56292 Naa10 −0.486963884 0.003956691 N(alpha)-acetyltransferase 10, NatA catalytic subunit ENSMUSG00000039844 107746 Rapgef1 −0.487151687 0.005007905 Rap guanine nucleotide exchange factor (GEF) 1 ENSMUSG00000021486 66494 Prelid1 −0.487165872 0.012633169 PRELI domain containing 1 ENSMUSG00000027575 228998 Arfgap1 −0.487430131 0.016118522 ADP-ribosylation factor GTPase activating protein 1 ENSMUSG00000059714 14251 Flot1 −0.48748728 0.015854098 flotillin 1 ENSMUSG00000050248 68525 Evc2 −0.487611029 0.013696197 Ellis van Creveld syndrome 2 ENSMUSG00000026810 13481 Dpm2 −0.487763663 0.029846252 dolichol-phosphate (beta-D) mannosyltransferase 2 ENSMUSG00000009293 22213 Ube2g2 −0.487944836 0.001716117 ubiquitin-conjugating enzyme E2G 2 ENSMUSG00000025020 20562 Slit1 −0.488487047 0.016873714 slit homolog 1 (Drosophila) ENSMUSG00000047797 14618 Gjb1 −0.488676424 0.022149064 gap junction protein, beta 1 ENSMUSG00000026853 12908 Crat −0.488784594 0.002701235 carnitine acetyltransferase ENSMUSG00000020709 216991 Adap2 −0.488820709 0.03085575 ArfGAP with dual PH domains 2 ENSMUSG00000026965 99152 Anapc2 −0.489114821 0.016772605 anaphase promoting complex subunit 2 ENSMUSG00000019179 17448 Mdh2 −0.489489195 0.001401869 malate dehydrogenase 2, NAD (mitochondrial) ENSMUSG00000038861 107650 Pi4kb −0.489491053 0.000120062 phosphatidylinositol 4-kinase, catalytic, beta polypeptide ENSMUSG00000039148 20227 Sart1 −0.489730296 0.008002963 squamous cell carcinoma antigen recognized by T cells 1 ENSMUSG00000003444 67224 Med29 −0.489965167 0.047890046 mediator complex subunit 29 ENSMUSG00000092329 108148 Galnt2 −0.49000466 0.004322265 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 2 ENSMUSG00000059316 26569 Slc27a4 −0.491229383 0.029361926 solute carrier family 27 (fatty acid transporter), member 4 ENSMUSG00000060803 14870 Gstp1 −0.491264831 0.006720299 glutathione 5-transferase, pi 1 ENSMUSG00000027316 14588 Gfra4 −0.49140322 0.003378931 glial cell line derived neurotrophic factor family receptor alpha 4 ENSMUSG00000001909 212528 Trmt1 −0.491417241 0.004770599 tRNA methyltransferase 1 ENSMUSG00000003429 27207 Rps11 −0.491537873 0.001244476 ribosomal protein S11 ENSMUSG00000030102 16438 Itpr1 −0.491603595 0.013871936 inositol 1,4,5-trisphosphate receptor 1 ENSMUSG00000025503 21351 Taldo1 −0.491660142 0.004398936 transaldolase 1 ENSMUSG00000057666 14433 Gapdh −0.492046079 0.020319335 glyceraldehyde-3-phosphate dehydrogenase ENSMUSG00000035226 241770 Rims4 −0.492046243 0.019386777 regulating synaptic membrane exocytosis 4 ENSMUSG00000083380 −0.492147088 0.00255369 ENSMUSG00000040532 68758 Abhd11 −0.492189147 0.033939371 abhydrolase domain containing 11 ENSMUSG00000051557 433813 Pusl1 −0.492595947 0.020056896 pseudouridylate synthase-like 1 ENSMUSG00000032040 69305 Dcps −0.493100147 0.00200527 decapping enzyme, scavenger ENSMUSG00000027188 210622 Pamr1 −0.493100944 0.001755721 peptidase domain containing associated with muscle regeneration 1 ENSMUSG00000051390 81630 Zbtb22 −0.493115794 0.031060625 zinc finger and BTB domain containing 22 ENSMUSG00000040907 232975 Atp1a3 −0.493202142 0.017152334 ATPase, Na+/K+ transporting, alpha 3 polypeptide ENSMUSG00000029500 72542 Pgam5 −0.493371617 0.011559924 phosphoglycerate mutase family member 5 ENSMUSG00000063445 67824 Nmral1 −0.493477188 0.015573718 NmrA-like family domain containing 1 ENSMUSG00000059824 13170 Dbp −0.493971142 0.049891677 D site albumin promoter binding protein ENSMUSG00000030103 20893 Bhlhe40 −0.494033101 5.70E−05 basic helix-loop-helix family, member e40 ENSMUSG00000032855 18763 Pkd1 −0.494128697 0.011256294 polycystic kidney disease 1 homolog ENSMUSG00000025854 80752 Fam20c −0.494390396 0.024463739 family with sequence similarity 20, member C ENSMUSG00000002233 11853 Rhoc −0.495158368 0.037182588 ras homolog family member C enhancer of mRNA decapping 4 ENSMUSG00000028069 66614 Gpatch4 −0.495979844 0.031599635 G patch domain containing 4 ENSMUSG00000003360 74351 Ddx23 −0.496428319 0.009521511 DEAD (Asp-Glu-Ala-Asp) box polypeptide 23 ENSMUSG00000087679 −0.496757422 0.003338321 ENSMUSG00000002948 26400 Map2k7 −0.497122976 0.003655288 mitogen-activated protein kinase kinase 7 ENSMUSG00000044005 216456 Gls2 −0.49713867 0.008949062 glutaminase 2 (liver, mitochondrial) ENSMUSG00000039661 66959 Dusp26 −0.497532005 0.045700724 dual specificity phosphatase 26 (putative) ENSMUSG00000028893 230784 Sesn2 −0.497559765 0.027461267 sestrin 2 ENSMUSG00000006095 66411 Tbcb −0.497931271 0.034364454 tubulin folding cofactor B ENSMUSG00000095567 57741 Noc2l −0.497954869 0.009188631 NOC2 like nucleolar associated transcriptional repressor ENSMUSG00000025512 68038 Chid1 −0.498281977 0.00155821 chitinase domain containing 1 ENSMUSG00000021990 219140 Spata13 −0.498486334 0.003108046 spermatogenesis associated 13 ENSMUSG00000022438 170736 Parvb −0.498610822 0.028264626 parvin, beta ENSMUSG00000028779 67898 Pef1 −0.499090931 0.006446155 penta-EF hand domain containing 1 ENSMUSG00000018677 68066 Slc25a39 −0.499241033 0.020283803 solute carrier family 25, member 39 ENSMUSG00000040415 80904 Dtx3 −0.499305441 0.002590106 deltex 3, E3 ubiquitin ligase ENSMUSG00000025377 78777 Tepsin −0.499307115 0.04437153 TEPSIN, adaptor related protein complex 4 accessory protein ENSMUSG00000028838 56219 Extl1 −0.499715994 0.016005104 exostoses (multiple)-like 1 ENSMUSG00000045665 106073 Mfsd5 −0.499777514 0.022891291 major facilitator superfamily domain containing 5 ENSMUSG00000061589 208266 Dot1l −0.499786441 0.017044825 DOT1-like, histone H3 methyltransferase (S. cerevisiae) ENSMUSG00000087881 −0.499840726 0.045505582 ENSMUSG00000068264 69596 Ap5s1 −0.499908121 0.044386421 adaptor-related protein 5 complex, sigma 1 subunit ENSMUSG00000020463 108660 Rnf187 −0.499957146 0.001404895 ring finger protein 187 ENSMUSG00000021288 16593 Klc1 −0.500115641 0.003338321 kinesin light chain 1 ENSMUSG00000039427 208211 Alg1 −0.500334557 0.028072393 asparagine-linked glycosylation 1 (beta-1,4-mannosyltransferase) ENSMUSG00000041598 56699 Cdc42ep4 −0.500630647 0.004198828 CDC42 effector protein (Rho GTPase binding) 4 ENSMUSG00000041351 110351 Rap1gap −0.500667389 0.003471742 Rap1 GTPase-activating protein ENSMUSG00000024851 18739 Pitpnm1 −0.500997741 0.016059298 phosphatidylinositol transfer protein, membrane-associated 1 ENSMUSG00000015599 106763 Ttbk1 −0.501203577 0.01495083 tau tubulin kinase 1 ENSMUSG00000028964 57320 Park7 −0.501421564 0.009277221 Parkinson disease (autosomal recessive, early onset) 7 ENSMUSG00000041801 27280 Phlda3 −0.501487264 0.027154117 pleckstrin homology like domain, family A, member 3 ENSMUSG00000068290 77006 Ddrgk1 −0.501570086 0.008078592 DDRGK domain containing 1 ENSMUSG00000026202 22145 Tuba4a −0.501686396 0.002422149 tubulin, alpha 4A ENSMUSG00000058135 14862 Gstm1 −0.501816988 0.011810283 glutathione 5-transferase, mu 1 ENSMUSG00000054708 70615 Ankrd24 −0.50198397 0.025811986 ankyrin repeat domain 24 ENSMUSG00000027411 80743 Vps16 −0.502173376 0.001070978 VSP16 CORVET/HOPS core subunit ENSMUSG00000042216 52850 Sgsm1 −0.502644167 0.01203162 small G protein signaling modulator 1 ENSMUSG00000031485 114863 Prosc −0.502902499 0.016349652 proline synthetase co-transcribed ENSMUSG00000018042 109754 Cyb5r3 −0.502968499 0.01523467 cytochrome b5 reductase 3 ENSMUSG00000032281 94180 Acsbg1 −0.503228779 0.001370223 acyl-CoA synthetase bubblegum family member 1 ENSMUSG00000001995 244668 Sipa1l2 −0.503228801 0.000665254 signal-induced proliferation- associated 1 like 2 ENSMUSG00000024392 224727 Bag6 −0.503379101 0.00376467 BCL2-associated athanogene 6 ENSMUSG00000001962 108160 Fam50a −0.504058008 0.013513918 family with sequence similarity 50, member A ENSMUSG00000026223 64294 Itm2c −0.504600271 0.008949062 integral membrane protein 2C ENSMUSG00000063146 269713 Clip2 −0.50471253 0.013154889 CAP-GLY domain containing linker protein 2 ENSMUSG00000040699 67803 Limd2 −0.50522157 0.00355822 LIM domain containing 2 ENSMUSG00000020435 74309 Osbp2 −0.505276433 0.001578322 oxysterol binding protein 2 ENSMUSG00000055762 66656 Eef1d −0.505487187 0.017095122 eukaryotic translation elongation factor 1 delta (guanine nucleotide exchange protein) ENSMUSG00000006333 76846 Rps9 −0.505664594 0.014879228 ribosomal protein S9 ENSMUSG00000027404 20638 Snrpb −0.505817422 0.000354254 small nuclear ribonucleoprotein B ENSMUSG00000039959 215114 Hip1 −0.505956871 0.001231811 huntingtin interacting protein 1 ENSMUSG00000022099 13829 Dmtn −0.506072651 0.001150495 dematin actin binding protein ENSMUSG00000016637 67042 Ift27 −0.506243015 0.030906143 intraflagellar transport 27 ENSMUSG00000036686 212139 Cc2d1a −0.506404686 0.035551788 coiled-coil and C2 domain containing 1A ENSMUSG00000052752 224619 Traf7 −0.50702428 0.014498847 TNF receptor-associated factor 7 ENSMUSG00000032763 216136 Ilbl −0.507258095 0.018472842 ilvB (bacterial acetolactate synthase)-like ENSMUSG00000046432 12070 Bex3 −0.507412791 0.000638691 brain expressed X-linked 3 ENSMUSG00000094936 19653 Rbm4 −0.507495612 0.006131244 RNA binding motif protein 4 ENSMUSG00000029033 140500 Acap3 −0.507527964 0.008949062 ArfGAP with coiled-coil, ankyrin repeat and PH domains 3 ENSMUSG00000002984 53333 Tomm40 −0.508105971 0.03434691 translocase of outer mitochondrial membrane 40 homolog (yeast) ENSMUSG00000022515 72615 Anks3 −0.508290633 0.006126577 ankyrin repeat and sterile alpha motif domain containing 3 ENSMUSG00000033595 213469 Lgi3 −0.508523326 0.000713891 leucine-rich repeat LGI family, member 3 ENSMUSG00000023272 76737 Creld2 −0.508659923 0.016376632 cysteine-rich with EGF-like domains 2 ENSMUSG00000097718 −0.508824924 0.046266554 ENSMUSG00000059248 53860 9-Sep −0.509211346 0.006076319 septin 9 ENSMUSG00000020061 109272 Mybpc1 −0.509218228 0.034186434 myosin binding protein C, slow-type ENSMUSG00000005986 68423 Ankrd13d −0.509236306 0.020989507 ankyrin repeat domain 13 family, member D ENSMUSG00000073684 67513 Faap20 −0.509334133 0.038170025 Fanconi anemia core complex associated protein 20 ENSMUSG00000020936 18107 Nmt1 −0.509365232 5.68E−05 N-myristoyltransferase 1 ENSMUSG00000024053 246707 Emilin2 −0.509594079 0.043170567 elastin microfibril interfacer 2 ENSMUSG00000042312 20196 S100a13 −0.509766654 0.004770599 S100 calcium binding protein A13 ENSMUSG00000030956 77938 Fam53b −0.510480171 0.001703968 family with sequence similarity 53, member B ENSMUSG00000022193 19173 Psmb5 −0.510551155 0.015573718 proteasome (prosome, macropain) subunit, beta type 5 ENSMUSG00000029001 230903 Fbxo44 −0.510745862 0.005193975 F-box protein 44 ENSMUSG00000020 17347 Mknk2 −0.510941956 0.03828137 MAP kinase-interacting serine/threonine kinase 2 ENSMUSG00000028 68040 Zfp593 −0.51119213 0.045482841 zinc finger protein 593 ENSMUSG00000017 22123 Psmd3 −0.51136001 0.004865671 proteasome (prosome, macropain) 26S subunit, non-ATPase, 3 ENSMUSG00000038 13590 Lefty1 −0.511473919 0.012352326 left right determination factor 1 ENSMUSG00000022 57784 Bin3 −0.511617048 0.009153418 bridging integrator 3 ENSMUSG00000001 23854 Def8 −0.512049732 0.003274596 differentially expressed in FDCP 8 ENSMUSG00000032 22687 Zpr1 −0.512118442 0.008623613 ZPR1 zinc finger ENSMUSG00000023 21991 Tpi1 −0.512177224 0.005228196 triosephosphate isomerase 1 ENSMUSG00000028 83409 Lamtor2 −0.512494256 0.026648841 late endosomal/lysosomal adaptor, MAPK and MTOR activator 2 ENSMUSG00000032 12306 Anxa2 −0.512959127 0.027698853 annexin A2 ENSMUSG00000036 71474 Ppp6r2 −0.513279755 0.008949062 protein phosphatase 6, regulatory subunit 2 ENSMUSG00000049 331474 Rgag4 −0.513698865 0.023394386 retrotransposon gag domain containing 4 ENSMUSG00000028 246703 Apoa1bp −0.514291234 0.001434658 apolipoprotein A-I binding protein ENSMUSG00000030 17921 Myo7a −0.514745292 0.030579905 myosin VIIA ENSMUSG00000033 69080 Gmppa −0.514772279 0.03102444 GDP-mannose pyrophosphorylase A ENSMUSG00000022 58234 Shank3 −0.514989396 0.010950287 SH3/ankyrin domain gene 3 ENSMUSG00000004 11769 Ap1s1 −0.515307823 0.008137864 adaptor protein complex AP-1, sigma 1 ENSMUSG00000038 107503 Atf5 −0.516068648 0.016953044 activating transcription factor 5 ENSMUSG00000006 12799 Cnp −0.516097848 9.60E−06 2′,3′-cyclic nucleotide 3′ phosphodiesterase ENSMUSG00000001 384061 Fndc5 −0.516120287 0.000228196 fibronectin type III domain containing 5 ENSMUSG00000041 19933 Rpl21 −0.516411582 0.000952982 ribosomal protein L21 ENSMUSG00000039 98999 Znfx1 −0.516424651 0.004351526 zinc finger, NFX1-type containing 1 ENSMUSG00000070 53356 Eif3g −0.516432478 0.007414004 eukaryotic translation initiation factor 3, subunit G ENSMUSG00000023 22143 Tuba1b −0.516712623 0.005000229 tubulin, alpha 1B ENSMUSG00000066 100169 Phactr4 −0.516825502 0.029269343 phosphatase and actin regulator 4 ENSMUSG00000038 73174 Tbkbp1 −0.517541847 0.029743912 TBK1 binding protein 1 ENSMUSG00000014 66320 Tmem208 −0.517551246 0.016169267 transmembrane protein 208 ENSMUSG00000040 107686 Snrpd2 −0.517599709 0.040697606 small nuclear ribonucleoprotein D2 ENSMUSG00000052 57370 B4galt3 −0.517941234 0.001884303 UDP-Gal:betaGlcNAc beta 1,4- galactosyltransferase, polypeptide 3 ENSMUSG00000020 16897 Llgl1 −0.518084382 0.032160015 lethal giant larvae homolog 1 (Drosophila) ENSMUSG00000024142 56716 Mlst8 −0.518329649 0.004702628 MTOR associated protein, LST8 homolog (S. cerevisiae) ENSMUSG00000037280 207839 Galnt6 −0.518410075 0.00893054 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 6 ENSMUSG00000050908 383103 Tvp23a −0.518440264 0.010774326 trans-golgi network vesicle protein 23A ENSMUSG00000067274 11837 Rplp0 −0.518497949 0.002902043 ribosomal protein, large, P0 ENSMUSG00000003402 19089 Prkcsh −0.518648209 0.016059298 protein kinase C substrate 80K-H ENSMUSG00000041607 17196 Mbp −0.518979348 0.000374222 myelin basic protein ENSMUSG00000025875 74257 Tspan17 −0.519126323 0.02677357 tetraspanin 17 ENSMUSG00000024560 74322 Cxxc1 −0.519296236 0.013444742 CXXC finger 1 (PHD domain) ENSMUSG00000095677 100040531 Dynlt1f −0.519322631 0.035181459 dynein light chain Tctex-type 1F ENSMUSG00000054013 104885 Tmem179 −0.519493936 0.016376632 transmembrane protein 179 ENSMUSG00000006024 108124 Napa −0.519525939 0.000104562 N-ethylmaleimide sensitive fusion protein attachment protein alpha ENSMUSG00000096847 210573 Tmem151b −0.519872831 0.002485879 transmembrane protein 151B ENSMUSG00000025156 209318 Gps1 −0.520012289 0.002391979 G protein pathway suppressor 1 ENSMUSG00000021048 108156 Mthfd1 −0.520260881 0.036126392 methylenetetrahydrofolate dehydrogenase (NADP+ dependent), methenyltetrahydrofolate cyclohydrolase, formyltetrahydrofolate synthase ENSMUSG00000022570 22122 Tsta3 −0.520550471 0.034351299 tissue specific transplantation antigen P35B ENSMUSG00000022489 18574 Pde1b −0.520865127 0.000173264 phosphodiesterase 1B, Ca2+- calmodulin dependent ENSMUSG00000052087 51791 Rgs14 −0.521015955 0.015244082 regulator of G-protein signaling 14 ENSMUSG00000078606 100042856 Gm4070 −0.521080764 0.008027523 predicted gene 4070 ENSMUSG00000022394 214669 L3mbtl2 −0.521234087 0.010384153 I(3)mbt-like 2 (Drosophila) ENSMUSG00000027223 19099 Mapk8ip1 −0.521514507 0.001610457 mitogen-activated protein kinase 8 interacting protein 1 ENSMUSG00000044502 69556 Bod1 −0.521955197 8.36E−05 biorientation of chromosomes in cell division 1 ENSMUSG00000038034 140559 Igsf8 −0.522087422 0.018993844 immunoglobulin superfamily, member 8 ENSMUSG00000022548 11815 Apod −0.522310536 5.91E−05 apolipoprotein D ENSMUSG00000050860 237928 Phospho1 −0.522426986 0.03909353 phosphatase, orphan 1 ENSMUSG00000034312 232227 losec1 −0.522634136 0.00560995 IQ motif and Sec7 domain 1 ENSMUSG00000039382 54636 Wdr45 −0.522669523 0.008685332 WD repeat domain 45 ENSMUSG00000019467 52666 Arhgef25 −0.52286276 0.001394193 Rho guanine nucleotide exchange factor (GEF) 25 ENSMUSG00000026966 68475 Ssna1 −0.522868393 0.007068264 SS nuclear autoantigen 1 ENSMUSG00000024858 110355 Grk2 −0.522894898 4.75E−06 G protein-coupled receptor kinase 2 ENSMUSG00000036427 14751 Gpi1 −0.523181247 0.009960377 glucose phosphate isomerase 1 ENSMUSG00000026879 227753 Gsn −0.523468526 0.017044825 gelsolin ENSMUSG00000039834 329559 Zfp335 −0.523521712 0.032074092 zinc finger protein 335 ENSMUSG00000026854 74270 Usp20 −0.523641711 0.007281574 ubiquitin specific peptidase 20 ENSMUSG00000020485 20922 Supt4a −0.523865864 0.000713891 suppressor of Ty 4A ENSMUSG00000035735 269060 Dagla −0.523894427 0.002590106 diacylglycerol lipase, alpha ENSMUSG00000033124 245860 Atg9a −0.524037683 0.005923142 autophagy related 9A ENSMUSG00000037235 17122 Mxd4 −0.524123771 0.000893237 Max dimerization protein 4 ENSMUSG00000002395 67023 Use1 −0.524250753 0.016842671 unconventional SNARE in the ER 1 homolog (S. cerevisiae) ENSMUSG00000046756 50529 Mrps7 −0.524289684 0.000570513 mitchondrial ribosomal protein S7 ENSMUSG00000075705 27361 Msrb1 −0.524433552 0.007528062 methionine sulfoxide reductase B1 ENSMUSG00000074064 56690 Mlycd −0.524508339 0.025454387 malonyl-CoA decarboxylase ENSMUSG00000026519 208795 Tmem63a −0.524734265 0.015573718 transmembrane protein 63a ENSMUSG00000035964 67937 Tmem59l −0.524765367 0.005719432 transmembrane protein 59-like ENSMUSG00000030685 233877 Kctd13 −0.526059033 0.003180866 potassium channel tetramerisation domain containing 13 ENSMUSG00000002658 98053 Gtf2f1 −0.526069114 0.020450087 general transcription factor IIF, polypeptide 1 ENSMUSG00000036862 233651 Dchs1 −0.526294297 0.030382365 dachsous 1 (Drosophila) ENSMUSG00000026858 108958 Miga2 −0.526381252 0.009610675 mitoguardin 2 ENSMUSG00000046822 106947 Slc39a3 −0.526569541 0.00985516 solute carrier family 39 (zinc transporter), member 3 ENSMUSG00000040260 76441 Daam2 −0.526685914 0.000845793 dishevelled associated activator of morphogenesis 2 ENSMUSG00000034714 117160 Ttyh2 −0.527221675 0.0002645 tweety family member 2 ENSMUSG00000014294 17991 Ndufa2 −0.527344316 0.016938234 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 2 ENSMUSG00000031955 12927 Bcar1 −0.527426618 0.030791098 breast cancer anti-estrogen resistance 1 ENSMUSG00000081534 67739 Slc48a1 −0.527499092 0.000638691 solute carrier family 48 (heme transporter), member 1 ENSMUSG00000069682 −0.527520982 0.024672575 ENSMUSG00000020477 64660 Mrps24 −0.527561932 0.002238309 mitochondrial ribosomal protein S24 ENSMUSG00000003528 13358 Slc25a1 −0.527579947 0.012719029 solute carrier family 25 (mitochondrial carrier, citrate transporter), member 1 ENSMUSG00000060716 211945 Plekhh1 −0.528384901 0.006708852 pleckstrin homology domain containing, family H (with MyTH4 domain) member 1 ENSMUSG00000071711 246221 Mpst −0.52843881 0.033003475 mercaptopyruvate sulfurtransferase ENSMUSG00000057103 66116 Nat8f1 −0.528620364 0.01971677 N-acetyltransferase 8 (GCN5- related) family member 1 ENSMUSG00000022554 59053 Hgh1 −0.529289129 0.031240021 HGH1 homolog ENSMUSG00000032297 76183 Celf6 −0.529310664 8.41E−05 CUGBP, Elav-like family member 6 ENSMUSG00000034570 170835 Inpp5j −0.529695731 0.023857207 inositol polyphosphate 5- phosphatase J ENSMUSG00000029034 71957 Cpsf3l −0.529967707 0.008027523 cleavage and polyadenylation specific factor 3-like ENSMUSG00000052584 72661 Serp2 −0.530433118 0.0043121 stress-associated endoplasmic reticulum protein family member 2 ENSMUSG00000037254 16425 Itih2 −0.530657558 0.040061936 inter-alpha trypsin inhibitor, heavy chain 2 ENSMUSG00000052229 574402 Gpr17 −0.530679627 6.31E−06 G protein-coupled receptor 17 ENSMUSG00000036613 380752 Tssc1 −0.530690542 0.003076373 tumor suppressing subtransferable candidate 1 ENSMUSG00000062591 22153 Tubb4a −0.530891086 0.009290425 tubulin, beta 4A class IVA ENSMUSG00000034807 234407 Colgalt1 −0.531270045 0.044539813 collagen beta(1- O)galactosyltransferase 1 ENSMUSG00000026895 68375 Ndufa8 −0.531304187 0.012785675 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 8 ENSMUSG00000028969 12568 Cdk5 −0.531610528 0.00093571 cyclin-dependent kinase 5 ENSMUSG00000020163 66594 Uqcr11 −0.531672652 0.042167571 ubiquinol-cytochrome c reductase, complex III subunit XI ENSMUSG00000091735 436090 Gpr62 −0.531936345 0.001441714 G protein-coupled receptor 62 ENSMUSG00000030787 114332 Lyve1 −0.532376292 0.045050576 lymphatic vessel endothelial hyaluronan receptor 1 ENSMUSG00000047423 107242 Al837181 −0.532524944 0.048886372 expressed sequence Al837181 ENSMUSG00000071644 67160 Eef1g −0.532671044 0.000652509 eukaryotic translation elongation factor 1 gamma ENSMUSG00000015981 57740 Stk32c −0.532680707 0.007180621 serine/threonine kinase 32C ENSMUSG00000022474 29858 Pmm1 −0.532735016 0.018154713 phosphomannomutase 1 ENSMUSG00000004268 14791 Emg1 −0.533257635 0.001181038 EMG1 N1-specific pseudouridine methyltransferase ENSMUSG00000020882 12295 Cacnb1 −0.533262676 0.002106191 calcium channel, voltage- dependent, beta 1 subunit ENSMUSG00000060166 27801 Zdhhc8 −0.533401373 0.005223418 zinc finger, DHHC domain containing 8 ENSMUSG00000049124 −0.533460844 0.01309563 ENSMUSG00000033706 232187 Smyd5 −0.533812038 0.025770684 SET and MYND domain containing 5 ENSMUSG00000047284 216860 Neurl4 −0.534228921 0.005721909 neuralized E3 ubiquitin protein ligase 4 ENSMUSG00000031837 117148 Necab2 −0.534530285 0.020913199 N-terminal EF-hand calcium binding protein 2 ENSMUSG00000039234 69608 Sec24d −0.534676465 0.027523167 Sec24 related gene family, member D (S. cerevisiae) ENSMUSG00000078235 625638 Fam43b −0.535254857 0.02251744 family with sequence similarity 43, member B ENSMUSG00000028757 13200 Ddost −0.535748794 0.000456337 dolichyl-di-phosphooligosaccharide- protein glycotransferase ENSMUSG00000006205 56213 Htra1 −0.535849169 0.001347174 HtrA serine peptidase 1 ENSMUSG00000000489 18591 Pdgfb −0.536340348 0.01946358 platelet derived growth factor, B polypeptide ENSMUSG00000003573 26558 Homer3 −0.536821594 0.026895831 homer scaffolding protein 3 ENSMUSG00000056211 226412 R3hdm1 −0.536840164 0.016298666 R3H domain containing 1 ENSMUSG00000023909 76498 Paqr4 −0.536914077 0.001070978 progestin and adipoQ receptor family member IV ENSMUSG00000034891 104069 Sncb −0.537360229 0.019955804 synuclein, beta ENSMUSG00000011589 240121 Fsd1 −0.537404415 0.030463248 fibronectin type 3 and SPRY domain-containing protein ENSMUSG00000021240 19300 Abcd4 −0.53773979 0.031599635 ATP-binding cassette, sub-family D (ALD), member 4 ENSMUSG00000004677 17925 Myo9b −0.53778101 0.003471742 myosin IXb ENSMUSG00000078570 68920 1110065P20Rik −0.537984517 0.041221106 RIKEN cDNA 1110065P20 gene ENSMUSG00000073982 56212 Rhog −0.53824404 0.042173014 ras homolog family member G ENSMUSG00000073702 114641 Rpl31 −0.538718878 0.006981623 ribosomal protein L31 ENSMUSG00000075031 319178 Hist1h2bb −0.538800742 0.046147529 histone cluster 1, H2bb ENSMUSG00000051375 75599 Pcdh1 −0.538874075 0.010218518 protocadherin 1 ENSMUSG00000026958 83768 Dpp7 −0.539154182 0.001877068 dipeptidylpeptidase 7 ENSMUSG00000026421 13007 Csrp1 −0.539275241 5.03E−06 cysteine and glycine-rich protein 1 ENSMUSG00000024622 106894 Hmgxb3 −0.539414972 0.000659059 HMG box domain containing 3 ENSMUSG00000060591 80876 Ifitm2 −0.539724835 0.035477901 interferon induced transmembrane protein 2 ENSMUSG00000022594 23936 Lynx1 −0.539748698 0.003780714 Ly6/neurotoxin 1 ENSMUSG00000004667 66420 Polr2e −0.539758901 0.041746015 polymerase (RNA) II (DNA directed) polypeptide E ENSMUSG00000024213 56409 Nudt3 −0.539845533 0.004324306 nudix (nucleotide diphosphate linked moiety X)-type motif 3 ENSMUSG00000031823 102193 Zdhhc7 −0.539895998 0.028735433 zinc finger, DHHC domain containing 7 ENSMUSG00000049892 19416 Rasd1 −0.540166437 0.003473018 RAS, dexamethasone-induced 1 ENSMUSG00000042642 319945 Flad1 −0.540223389 0.009986585 flavin adenine dinucleotide synthetase 1 ENSMUSG00000078532 67149 Nkain1 −0.540265782 0.024234281 Na+/K+ transporting ATPase interacting 1 ENSMUSG00000002010 15929 Idh3g −0.540288264 0.002213576 isocitrate dehydrogenase 3 (NAD+), gamma ENSMUSG00000029616 67397 Erp29 −0.540309145 0.012723172 endoplasmic reticulum protein 29 ENSMUSG00000027890 14865 Gstm4 −0.54049154 0.021606747 glutathione S-transferase, mu 4 ENSMUSG00000032014 102644 Oaf −0.540799156 0.019180029 out at first homolog ENSMUSG00000030357 14228 Fkbp4 −0.540811731 0.003608794 FK506 binding protein 4 ENSMUSG00000023904 353502 Hcfc1r1 −0.54096107 0.000874286 host cell factor C1 regulator 1 (XPO1-dependent) ENSMUSG00000031778 20312 Cx3cl1 −0.540971604 0.001063084 chemokine (C-X3-C motif) ligand 1 ENSMUSG00000040811 72205 Eml2 −0.541014258 0.032471348 echinoderm microtubule associated protein like 2 ENSMUSG00000062006 68436 Rpl34 −0.541209369 0.001873548 ribosomal protein L34 ENSMUSG00000020828 18806 Pld2 −0.541218712 0.020167127 phospholipase D2 ENSMUSG00000042106 68176 Fam212a −0.541368324 0.047104258 family with sequence similarity 212, member A ENSMUSG00000033128 106039 Gga1 −0.541515623 0.046178509 golgi associated, gamma adaptin ear containing, ARF binding protein 1 ENSMUSG00000021702 21828 Thbs4 −0.541817847 0.004747987 thrombospondin 4 ENSMUSG00000018340 11749 Anxa6 −0.542143879 0.00200527 annexin A6 ENSMUSG00000050761 14724 Gp1bb −0.54215648 0.030387239 glycoprotein Ib, beta polypeptide ENSMUSG00000024944 56327 Arl2 −0.542229227 0.03292934 ADP-ribosylation factor-like 2 ENSMUSG00000024959 12015 Bad −0.542507258 0.037187025 BCL2-associated agonist of cell death ENSMUSG00000001123 16859 Lgals9 −0.543011066 0.015293069 lectin, galactose binding, soluble 9 ENSMUSG00000006356 68337 Crip2 −0.543290998 0.048986438 cysteine rich protein 2 ENSMUSG00000012296 74094 Tjap1 −0.543799635 0.049647531 tight junction associated protein 1 ENSMUSG00000005566 21849 Trim28 −0.54429898 0.000315513 tripartite motif-containing 28 ENSMUSG00000003575 382056 Crtc1 −0.544502042 0.01044046 CREB regulated transcription coactivator 1 ENSMUSG00000037003 209039 Tns2 −0.544740049 0.047890046 tensin 2 ENSMUSG00000033272 67843 Slc35a4 −0.544785434 0.00584403 solute carrier family 35, member A4 ENSMUSG00000030801 67773 Kat8 −0.544811745 0.001612703 K(lysine) acetyltransferase 8 ENSMUSG00000029602 19415 Rasal1 −0.544875311 0.046981184 RAS protein activator like 1 (GAP1 like) ENSMUSG00000002147 20852 Stat6 −0.545024854 0.005431104 signal transducer and activator of transcription 6 ENSMUSG00000021448 20418 Shc3 −0.545253189 0.018124822 src homology 2 domain-containing transforming protein C3 ENSMUSG00000030611 67994 Mrps11 −0.545568696 0.036032893 mitochondrial ribosomal protein S11 ENSMUSG00000032174 15898 Icam5 −0.545706249 0.021527806 intercellular adhesion molecule 5, telencephalin ENSMUSG00000024019 74157 Cmtr1 −0.545839495 0.003295585 cap methyltransferase 1 ENSMUSG00000028541 53418 B4galt2 −0.546586931 0.029592492 UDP-Gal:betaGlcNAc beta 1,4- galactosyltransferase, polypeptide 2 ENSMUSG00000010086 22671 Rnf112 −0.546611342 0.003779219 ring finger protein 112 ENSMUSG00000019837 67371 Gtf3c6 −0.546689528 0.032796349 general transcription factor IIIC, polypeptide 6, alpha ENSMUSG00000015542 66176 Nat9 −0.546729335 0.027360589 N-acetyltransferase 9 (GCN5- related, putative) ENSMUSG00000024942 12333 Capn1 −0.546763839 0.022939006 calpain 1 ENSMUSG00000020893 18626 Per1 −0.546998938 0.032723617 period circadian clock 1 ENSMUSG00000063430 320916 Wscd2 −0.5471067 0.006569439 WSC domain containing 2 ENSMUSG00000000915 29816 Hip1r −0.547368091 0.004721169 huntingtin interacting protein 1 related ENSMUSG00000022098 12153 Bmp1 −0.547415848 0.011221844 bone morphogenetic protein 1 ENSMUSG00000043866 24075 Taf10 −0.547518393 0.008435647 TATA-box binding protein associated factor 10 ENSMUSG00000026193 14268 Fn1 −0.547623298 0.018715895 fibronectin 1 ENSMUSG00000038143 71069 Stox2 −0.548035784 0.016371726 storkhead box 2 ENSMUSG00000033059 110078 Pygb −0.548233773 0.001239045 brain glycogen phosphorylase ENSMUSG00000045659 233765 Plekha7 −0.548295609 0.018715895 pleckstrin homology domain containing, family A member 7 ENSMUSG00000041841 67281 Rpl37 −0.548333221 0.001407851 ribosomal protein L37 ENSMUSG00000032187 20586 Smarca4 −0.548347351 0.007003141 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 4 ENSMUSG00000038545 66515 Cul7 −0.548365061 0.04648534 cullin 7 ENSMUSG00000011832 213027 Evi5l −0.54842235 0.006972106 ecotropic viral integration site 5 like ENSMUSG00000005625 19185 Psmd4 −0.548422939 0.006167019 proteasome (prosome, macropain) 26S subunit, non-ATPase, 4 ENSMUSG00000018599 237781 Mief2 −0.548911736 0.009612715 mitochondrial elongation factor 2 ENSMUSG00000039911 74646 Spsb1 −0.54906238 0.003073692 spIA/ryanodine receptor domain and SOCS box containing 1 ENSMUSG00000013584 19378 Aldh1a2 −0.549082866 0.039955709 aldehyde dehydrogenase family 1, subfamily A2 ENSMUSG00000026944 11305 Abca2 −0.549171015 0.018230406 ATP-binding cassette, sub-family A (ABC1), member 2 ENSMUSG00000051627 50709 Hist1h1e −0.549451374 0.013187769 histone cluster 1, H1e ENSMUSG00000070420 666311 Zscan25 −0.549524468 0.039345584 zinc finger and SCAN domain containing 25 ENSMUSG00000002486 77832 Tchp −0.549683759 0.024688022 trichoplein, keratin filament binding ENSMUSG00000028455 66592 Stoml2 −0.550172207 0.000608724 stomatin (Epb7.2)-like 2 ENSMUSG00000003299 66163 Mrpl4 −0.550276494 0.047849659 mitochondrial ribosomal protein L4 ENSMUSG00000060279 11771 Ap2a1 −0.550880162 0.016104543 adaptor-related protein complex 2, alpha 1 subunit ENSMUSG00000023118 68188 Sympk −0.551070302 0.00788099 symplekin ENSMUSG00000061477 20115 Rps7 −0.551133707 0.017512637 ribosomal protein S7 ENSMUSG00000060938 19941 Rpl26 −0.551492391 0.001658467 ribosomal protein L26 ENSMUSG00000030612 67308 Mrpl46 −0.551763154 0.002238309 mitochondrial ribosomal protein L46 ENSMUSG00000040712 216874 Camta2 −0.551884917 0.012319463 calmodulin binding transcription activator 2 ENSMUSG00000002983 19698 Relb −0.552095033 0.035654262 avian reticuloendotheliosis viral (v- rel) oncogene related B ENSMUSG00000026820 96979 Ptges2 −0.552322113 0.019796215 prostaglandin E synthase 2 ENSMUSG00000041164 52915 Zmiz2 −0.552707639 0.008949062 zinc finger, MIZ-type containing 2 ENSMUSG00000020827 50932 Mink1 −0.552730704 0.005001017 misshapen-like kinase 1 (zebrafish) ENSMUSG00000002345 72368 Borcs8 −0.552791418 0.013792464 BLOC-1 related complex subunit 8 ENSMUSG00000031503 12827 Col4a2 −0.55308674 0.043083007 collagen, type IV, alpha 2 ENSMUSG00000050711 20254 Scg2 −0.553257576 5.69E−05 secretogranin II ENSMUSG00000034245 232232 Hdac11 −0.553343251 0.005542314 histone deacetylase 11 ENSMUSG00000041241 68350 Mul1 −0.553588791 0.000773339 mitochondrial ubiquitin ligase activator of NFKB1 ENSMUSG00000029465 56378 Arpc3 −0.553664732 0.01278908 actin related protein 2/3 complex, subunit 3 ENSMUSG00000025736 72106 Jmjd8 −0.553812328 0.017380866 jumonji domain containing 8 ENSMUSG00000037206 26968 Islr −0.554040915 0.01278908 immunoglobulin superfamily containing leucine-rich repeat ENSMUSG00000045246 66733 Kcng4 −0.554369645 0.029477001 potassium voltage-gated channel, subfamily G, member 4 ENSMUSG00000042109 105859 Csdc2 −0.554523887 0.01116783 cold shock domain containing C2, RNA binding ENSMUSG00000026277 59041 Stk25 −0.555124365 0.002356321 serine/threonine kinase 25 (yeast) ENSMUSG00000028433 68926 Ubap2 −0.555145793 0.026396678 ubiquitin-associated protein 2 ENSMUSG00000061451 381199 Tmem151a −0.555299705 0.002902043 transmembrane protein 151A ENSMUSG00000030747 67800 Dgat2 −0.555478931 1.92E−05 diacylglycerol O-acyltransferase 2 ENSMUSG00000053024 21367 Cntn2 −0.555787463 0.009746584 contactin 2 ENSMUSG00000031622 20467 Sin3b −0.55639997 0.003104002 transcriptional regulator, SIN3B (yeast) ENSMUSG00000050910 237988 Cdr2l −0.556654454 0.001405029 cerebellar degeneration-related protein 2-like ENSMUSG00000031825 78892 Crispld2 −0.556676623 0.031060625 cysteine-rich secretory protein LCCL domain containing 2 ENSMUSG00000003273 12348 Car11 −0.556829921 0.007008349 carbonic anhydrase 11 ENSMUSG00000069678 69837 Pcgf1 −0.556831248 0.001833082 polycomb group ring finger 1 ENSMUSG00000020785 55984 Camkk1 −0.556889989 2.76E−05 calcium/calmodulin-dependent protein kinase kinase 1, alpha ENSMUSG00000062381 −0.556904168 0.002478562 ENSMUSG00000041528 84585 Rnf123 −0.557472438 0.027009464 ring finger protein 123 ENSMUSG00000024862 16594 Klc2 −0.557863804 0.013444742 kinesin light chain 2 ENSMUSG00000032294 18746 Pkm −0.558109804 0.02412924 pyruvate kinase, muscle ENSMUSG00000032867 231672 Fbxw8 −0.558529371 0.006705787 F-box and WD-40 domain protein 8 ENSMUSG00000030588 77254 Yif1b −0.558612927 0.047193031 Yip1 interacting factor homolog B (S. cerevisiae) ENSMUSG00000034793 68401 G6pc3 −0.558694765 0.020272645 glucose 6 phosphatase, catalytic, 3 ENSMUSG00000061306 72055 Slc38a10 −0.559219438 0.015500869 solute carrier family 38, member 10 ENSMUSG00000028059 16800 Arhgef2 −0.559844389 0.000772175 rho/rac guanine nucleotide exchange factor (GEF) 2 ENSMUSG00000007888 12931 Crtf1 −0.55991329 0.047193031 cytokine receptor-like factor 1 ENSMUSG00000050373 101113 Snx21 −0.559952595 0.016323268 sorting nexin family member 21 ENSMUSG00000068735 277414 Trp53i11 −0.560128151 0.001079007 transformation related protein 53 inducible protein 11 ENSMUSG00000042766 360213 Trim46 −0.560219871 0.024688022 tripartite motif-containing 46 ENSMUSG00000071074 28064 Yipf3 −0.560480362 0.036258437 Yip1 domain family, member 3 ENSMUSG00000027952 68603 Pmvk −0.56084126 0.020167127 phosphomevalonate kinase ENSMUSG00000019432 53817 Ddx39b −0.560909674 0.002591641 DEAD (Asp-Glu-Ala-Asp) box polypeptide 39B ENSMUSG00000043460 207393 Elfn2 −0.562401376 0.004702628 leucine rich repeat and fibronectin type III, extracellular 2 ENSMUSG00000040859 100383 Bsdc1 −0.562537517 0.000809039 BSD domain containing 1 ENSMUSG00000031217 13641 Efnb1 −0.562696897 0.029357419 ephrin B1 ENSMUSG00000029029 59002 Wrap73 −0.562974854 0.007776022 WD repeat containing, antisense to Trp73 ENSMUSG00000035671 212168 Zswim4 −0.562993928 0.034508425 zinc finger SWIM-type containing 4 ENSMUSG00000042870 21968 Tom1 −0.563022036 0.023857207 target of mybl trafficking protein ENSMUSG00000040164 16538 Kcns1 −0.563063295 0.017790743 K+ voltage-gated channel, subfamily S, 1 ENSMUSG00000025555 223254 Farp1 −0.56355557 0.002911871 FERM, RhoGEF (Arhgef) and pleckstrin domain protein 1 (chondrocyte-derived) ENSMUSG00000025145 217366 Lrrc45 −0.563790996 0.040920033 leucine rich repeat containing 45 ENSMUSG00000028798 54709 Eif3i −0.564034411 0.006275636 eukaryotic translation initiation factor 3, subunit I ENSMUSG00000034707 75612 Gns −0.564196116 0.003310449 glucosamine (N-acetyl)-6-sulfatase ENSMUSG00000002803 399566 Btbd6 −0.564398092 0.000317383 BTB (POZ) domain containing 6 ENSMUSG00000021948 18753 Prkcd −0.564792623 0.001998408 protein kinase C, delta ENSMUSG00000038886 140481 Man2a2 −0.564865955 0.041221106 mannosidase 2, alpha 2 ENSMUSG00000064254 66071 Ethe1 −0.564957607 0.040368494 ethylmalonic encephalopathy 1 ENSMUSG00000041120 17965 Nbl1 −0.565005874 0.031595382 neuroblastoma, suppression of tumorigenicity 1 ENSMUSG00000027298 22174 Tyro3 −0.565197336 0.014642704 TYRO3 protein tyrosine kinase 3 ENSMUSG00000056413 231821 Adap1 −0.565259127 0.043328329 ArfGAP with dual PH domains 1 ENSMUSG00000030057 12785 Cnbp −0.565515357 0.018556154 cellular nucleic acid binding protein ENSMUSG00000029059 66469 Fam213b −0.566018451 0.023463949 family with sequence similarity 213, member B ENSMUSG00000058603 −0.567062802 0.025357004 ENSMUSG00000038845 18673 Phb −0.567658713 0.009109437 prohibitin ENSMUSG00000068114 76457 Ccdc134 −0.567694179 0.017618704 coiled-coil domain containing 134 ENSMUSG00000025137 68671 Pcyt2 −0.568076544 0.002834919 phosphate cytidylyltransferase 2, ethanolamine ENSMUSG00000073640 −0.568357946 0.000186491 ENSMUSG00000040136 20927 Abcc8 −0.568417003 0.031060625 ATP-binding cassette, sub-family C (CFTR/MRP), member 8 ENSMUSG00000006675 74443 P4htm −0.568424731 0.013947569 prolyl 4-hydroxylase, transmembrane (endoplasmic reticulum) ENSMUSG00000032812 69710 Arap1 −0.568955868 0.036713429 ArfGAP with RhoGAP domain, ankyrin repeat and PH domain 1 ENSMUSG00000062031 212974 Pgghg −0.569168028 0.029562552 protein glucosylgalactosylhydroxylysine glucosidase ENSMUSG00000036057 104831 Ptpn23 −0.569325571 0.015233442 protein tyrosine phosphatase, non- receptor type 23 ENSMUSG00000052911 16779 Lamb2 −0.569346769 0.034386122 laminin, beta 2 ENSMUSG00000018661 16834 Cog1 −0.569522447 0.0037729 component of oligomeric golgi complex 1 ENSMUSG00000061046 68977 Haghl −0.569698004 0.01436485 hydroxyacylglutathione hydrolase- like ENSMUSG00000036578 57780 Fxyd7 −0.569740085 0.043579121 FXYD domain-containing ion transport regulator 7 ENSMUSG00000027613 16418 Eif6 −0.569763765 0.003765637 eukaryotic translation initiation factor 6 ENSMUSG00000079304 71149 4933413G19Rik −0.569982416 0.030432798 RIKEN cDNA 4933413G19 gene ENSMUSG00000062753 106672 Al413582 −0.570022514 0.031595382 expressed sequence Al413582 ENSMUSG00000022204 68966 Ngdn −0.570075525 0.007368041 neuroguidin, EIF4E binding protein ENSMUSG00000020211 20222 Sf3a2 −0.570077215 0.020538645 splicing factor 3a, subunit 2 ENSMUSG00000018574 11370 Acadvl −0.57033426 0.004154959 acyl-Coenzyme A dehydrogenase, very long chain ENSMUSG00000018040 74778 Rrp7a −0.570608349 0.015079436 ribosomal RNA processing 7 homolog A (S. cerevisiae) ENSMUSG00000056553 19276 Ptprn2 −0.570786058 0.043223052 protein tyrosine phosphatase, receptor type, N polypeptide 2 ENSMUSG00000025573 52897 Rbfox3 −0.571020395 0.002366821 RNA binding protein, fox-1 homolog (C. elegans) 3 ENSMUSG00000001472 66855 Tcf25 −0.571038536 0.001276768 transcription factor 25 (basic helix- loop-helix) ENSMUSG00000031705 106529 Tecr −0.571362939 0.04188267 trans-2,3-enoyl-CoA reductase ENSMUSG00000069744 26446 Psmb3 −0.571576615 0.002423477 proteasome (prosome, macropain) subunit, beta type 3 ENSMUSG00000069806 81904 Cacng7 −0.571633754 0.00154299 calcium channel, voltage- dependent, gamma subunit 7 ENSMUSG00000004035 68312 Gstm7 −0.571785486 0.001683662 glutathione 5-transferase, mu 7 ENSMUSG00000025371 208092 Chmp6 −0.572288808 0.016376632 charged multivesicular body protein 6 ENSMUSG00000043439 103551 E130012A19Rik −0.572294018 0.022645506 RIKEN cDNA E130012A19 gene ENSMUSG00000024854 69745 Pold4 −0.572418579 0.032160015 polymerase (DNA-directed), delta 4 ENSMUSG00000042535 14904 Gtpbp1 −0.572791655 0.006192791 GTP binding protein 1 ENSMUSG00000036504 75454 Phpt1 −0.573172411 0.026558756 phosphohistidine phosphatase 1 ENSMUSG00000035024 78658 Ncapd3 −0.573314689 0.038187701 non-SMC condensin II complex, subunit D3 ENSMUSG00000012848 20103 Rps5 −0.5733714 0.0042042 ribosomal protein S5 ENSMUSG00000020057 71712 Dram1 −0.573805614 0.022323986 DNA-damage regulated autophagy modulator 1 ENSMUSG00000008153 232370 Clstn3 −0.573893925 0.003758628 calsyntenin 3 ENSMUSG00000020733 26941 Slc9a3r1 −0.573942456 0.000643185 solute carrier family 9 (sodium/hydrogen exchanger), member 3 regulator 1 ENSMUSG00000002985 11816 Apoe −0.574585737 0.006755243 apolipoprotein E ENSMUSG00000022091 20410 Sorbs3 −0.575196199 0.009303766 sorbin and SH3 domain containing 3 ENSMUSG00000030802 12041 Bckdk −0.575499645 0.001976899 branched chain ketoacid dehydrogenase kinase ENSMUSG00000084319 −0.575544243 0.037076991 ENSMUSG00000019689 66117 Fmc1 −0.575587899 0.015293069 formation of mitochondrial complex V assembly factor 1 ENSMUSG00000031807 66171 Pgls −0.575940743 0.041620932 6-phosphogluconolactonase ENSMUSG00000025218 56626 Poll −0.575957324 0.041535737 polymerase (DNA directed), lambda ENSMUSG00000046352 14619 Gjb2 −0.575974561 0.013315984 gap junction protein, beta 2 ENSMUSG00000028980 100198 H6pd −0.575999439 0.013870995 hexose-6-phosphate dehydrogenase (glucose 1- dehydrogenase) ENSMUSG00000000531 56149 Grasp −0.576082225 0.002485879 GRP1 (general receptor for phosphoinositides 1)-associated scaffold protein ENSMUSG00000063576 71765 Klhdc3 −0.576124748 0.015476946 kelch domain containing 3 ENSMUSG00000060862 230848 Zbtb40 −0.577473775 0.002483237 zinc finger and BTB domain containing 40 ENSMUSG00000024818 107375 Slc25a45 −0.577670624 0.032546234 solute carrier family 25, member 45 ENSMUSG00000039195 73737 1110008P14Rik −0.577678172 0.005587517 RIKEN cDNA 1110008P14 gene ENSMUSG00000037579 16512 Kcnh3 −0.578137406 0.012390159 potassium voltage-gated channel, subfamily H (eag-related), member 3 ENSMUSG00000037014 20608 Sstr4 −0.579404635 0.019568593 somatostatin receptor 4 ENSMUSG00000043811 65079 Rtn4r −0.579482416 0.010154832 reticulon 4 receptor ENSMUSG00000063802 66245 Hspbp1 −0.579525188 0.032480156 HSPA (heat shock 70 kDa) binding protein, cytoplasmic cochaperone 1 ENSMUSG00000019235 238323 Rps6kl1 −0.580351996 0.004304931 ribosomal protein S6 kinase-like 1 ENSMUSG00000020560 80294 Pofut2 −0.580453445 0.025337605 protein O-fucosyltransferase 2 ENSMUSG00000025876 107448 Unc5a −0.580454089 0.02636368 unc-5 netrin receptor A ENSMUSG00000049521 104445 Cdc42ep1 −0.581060808 0.038405912 CDC42 effector protein (Rho GTPase binding) 1 ENSMUSG00000013822 66126 Elof1 −0.581508109 0.016217471 ELF1 homolog, elongation factor 1 ENSMUSG00000027447 13010 Cst3 −0.581557586 0.001900142 cystatin C ENSMUSG00000044716 231134 Dok7 −0.582444851 0.026364678 docking protein 7 ENSMUSG00000024777 225849 Ppp2r5b −0.582466208 0.006167019 protein phosphatase 2, regulatory subunit B', beta ENSMUSG00000035681 268345 Kcnc2 −0.58253195 0.007447036 potassium voltage gated channel, Shaw-related subfamily, member 2 ENSMUSG00000075702 114679 Selm −0.582714474 0.017856266 selenoprotein M ENSMUSG00000034854 73822 Mfsd12 −0.582775806 0.013200056 major facilitator superfamily domain containing 12 ENSMUSG00000028971 12854 Cort −0.583113238 0.034008827 cortistatin ENSMUSG00000000732 50723 Icosl −0.58324884 0.019701573 icos ligand ENSMUSG00000027582 229007 Zgpat −0.583347389 0.010556984 zinc finger, CCCH-type with G patch domain ENSMUSG00000038274 14109 Fau −0.583404853 0.009783693 Finkel-Biskis-Reilly murine sarcoma virus (FBR-MuSV) ubiquitously expressed (fox derived) ENSMUSG00000062647 27176 Rpl7a −0.583974458 0.003207673 ribosomal protein L7A ENSMUSG00000029507 56361 Pus1 −0.584062314 0.024966049 pseudouridine synthase 1 ENSMUSG00000022562 75475 Oplah −0.584150857 0.019717711 5-oxoprolinase (ATP-hydrolysing) ENSMUSG00000034220 14733 Gpc1 −0.584246677 0.007288939 glypican 1 ENSMUSG00000035686 21835 Thrsp −0.584466029 0.000942471 thyroid hormone responsive ENSMUSG00000000743 234852 Chmp1a −0.58459013 0.000605244 charged multivesicular body protein 1A ENSMUSG00000036186 56279 Fam69b −0.584692819 0.024672575 family with sequence similarity 69, member B ENSMUSG00000042558 100206 Adprhl2 −0.584853242 0.033978729 ADP-ribosylhydrolase like 2 ENSMUSG00000033287 72844 Kctd17 −0.584856825 0.00584403 potassium channel tetramerisation domain containing 17 ENSMUSG00000031862 170759 Atp13a1 −0.585083432 0.002080874 ATPase type 13A1 ENSMUSG00000074457 67860 S100a16 −0.585182439 5.35E−08 S100 calcium binding protein A16 ENSMUSG00000045790 100503884 Ccdc149 −0.585379757 0.001434658 coiled-coil domain containing 149 ENSMUSG00000018008 72318 Cyth4 −0.586061225 0.006594734 cytohesin 4 ENSMUSG00000024911 58249 Fibp −0.586165489 0.00601558 fibroblast growth factor (acidic) intracellular binding protein ENSMUSG00000030400 13871 Ercc2 −0.586212484 0.032103417 excision repair cross- complementing rodent repair deficiency, complementation group 2 ENSMUSG00000045045 225875 Lrfn4 −0.586302098 0.03772696 leucine rich repeat and fibronectin type III domain containing 4 ENSMUSG00000022175 65107 Lrp10 −0.586452723 0.014793089 low-density lipoprotein receptor- related protein 10 ENSMUSG00000026209 13437 Dnpep −0.586601264 0.010820876 aspartyl aminopeptidase ENSMUSG00000002210 71997 Smg9 −0.586603609 0.013155585 smg-9 homolog, nonsense mediated mRNA decay factor (C. elegans) ENSMUSG00000028051 15168 Hcn3 −0.586832314 0.033409508 hyperpolarization-activated, cyclic nucleotide-gated K+ 3 ENSMUSG00000005823 78308 Gpr108 −0.587264881 0.013912785 G protein-coupled receptor 108 ENSMUSG00000002319 75751 Ipo4 −0.587642494 0.001306557 importin 4 ENSMUSG00000073433 14570 Arhgdig −0.588029549 0.012723172 Rho GDP dissociation inhibitor (GDI) gamma ENSMUSG00000031788 16582 Kifc3 −0.588248768 0.031599635 kinesin family member C3 ENSMUSG00000031627 16363 Irf2 −0.588298418 0.004245189 interferon regulatory factor 2 ENSMUSG00000041859 17215 Mcm3 −0.589399787 0.031060625 minichromosome maintenance complex component 3 ENSMUSG00000028648 595136 Ndufs5 −0.589477317 0.000980908 NADH dehydrogenase (ubiquinone) Fe-S protein 5 ENSMUSG00000023019 14555 Gpd1 −0.589614881 0.004890059 glycerol-3-phosphate dehydrogenase 1 (soluble) ENSMUSG00000027646 20779 Src −0.589766548 0.014376971 Rous sarcoma oncogene ENSMUSG00000070284 331026 Gmppb −0.589863142 0.026648841 GDP-mannose pyrophosphorylase B ENSMUSG00000013787 110147 Ehmt2 −0.590225404 0.003623855 euchromatic histone lysine N- methyltransferase 2 ENSMUSG00000015095 30839 Fbxw5 −0.590326525 0.022286632 F-box and WD-40 domain protein 5 ENSMUSG00000003872 22342 Lin7b −0.59048979 0.036437189 lin-7 homolog B (C. elegans) ENSMUSG00000034445 225912 Cyb561a3 −0.590596272 0.013557723 cytochrome b561 family, member A3 ENSMUSG00000027944 23897 Hax1 −0.590812623 0.00499607 HCLS1 associated X-1 ENSMUSG00000022414 66513 Tab1 −0.59097964 0.024966049 TGF-beta activated kinase 1/MAP3K7 binding protein 1 ENSMUSG00000022556 15499 Hsf1 −0.591002199 0.010905565 heat shock factor 1 ENSMUSG00000018167 59045 Stard3 −0.591391547 0.017691061 START domain containing 3 ENSMUSG00000063160 18223 Numbl −0.591509091 0.006295462 numb-like ENSMUSG00000020811 216881 Wscd1 −0.591560661 0.003104002 WSC domain containing 1 ENSMUSG00000019039 67789 Dalrd3 −0.591860422 0.032645819 DALR anticodon binding domain containing 3 ENSMUSG00000030695 11674 Aldoa −0.592518808 0.019723205 aldolase A, fructose-bisphosphate ENSMUSG00000001248 52857 Gramd1a −0.5925324 0.034755427 GRAM domain containing 1A ENSMUSG00000051864 223754 Tbc1d22a −0.59290171 0.001383253 TBC1 domain family, member 22a ENSMUSG00000037679 70435 Inf2 −0.59305162 0.003887064 inverted formin, FH2 and WH2 domain containing ENSMUSG00000028849 245877 Map7d1 −0.593372882 0.002393361 MAP7 domain containing 1 ENSMUSG00000031930 66894 Wwp2 −0.593811075 0.007291454 WW domain containing E3 ubiquitin protein ligase 2 ENSMUSG00000075706 625249 Gpx4 −0.594169162 0.001913946 glutathione peroxidase 4 ENSMUSG00000005881 66366 Ergic3 −0.594254385 0.00892742 ERGIC and golgi 3 ENSMUSG00000047215 20005 Rpl9 −0.594573592 0.001254458 ribosomal protein L9 ENSMUSG00000008855 15184 Hdac5 −0.594677745 0.00852341 histone deacetylase 5 ENSMUSG00000090247 14533 Bloc1s1 −0.594831475 0.011338004 biogenesis of lysosomal organelles complex-1, subunit 1 ENSMUSG00000021913 239017 Ogdhl −0.594985492 0.000605244 oxoglutarate dehydrogenase-like ENSMUSG00000021904 218877 Sema3g −0.595476915 0.016005104 sema domain, immunoglobulin domain (lg), short basic domain, secreted, (semaphorin) 3G ENSMUSG00000041168 74142 Lonp1 −0.595601683 0.003655288 Ion peptidase 1, mitochondrial ENSMUSG00000035203 13854 Epn1 −0.595676374 0.033316859 epsin 1 ENSMUSG00000031833 546071 Mast3 −0.595798851 0.034725041 microtubule associated serine/threonine kinase 3 ENSMUSG00000024870 76308 Rab1b −0.595812083 0.003001153 RAB1B, member RAS oncogene family ENSMUSG00000040725 232989 Hnmpul1 −0.595927712 1.69E−05 heterogeneous nuclear ribonucleoprotein U-like 1 ENSMUSG00000028851 18221 Nudc −0.596373429 0.00078832 nudC nuclear distribution protein ENSMUSG00000002812 14248 Flii −0.596433171 0.001166017 flightlessl actin binding protein ENSMUSG00000087701 −0.59662535 4.65E−06 ENSMUSG00000068220 16852 Lgals1 −0.596695304 0.033305696 lectin, galactose binding, soluble 1 ENSMUSG00000036138 113868 Acaa1a −0.597674183 0.013119359 acetyl-Coenzyme A acyltransferase 1A ENSMUSG00000056629 14227 Fkbp2 −0.597748135 0.012426596 FK506 binding protein 2 ENSMUSG00000058145 233332 Adamts17 −0.597909338 0.00971298 a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 17 ENSMUSG00000038463 320078 Olfml2b −0.597943313 0.000804537 olfactomedin-like 2B ENSMUSG00000038011 56087 Dnah10 −0.597994066 0.033742503 dynein, axonemal, heavy chain 10 ENSMUSG00000020668 16570 Kif3c −0.598711978 0.022343397 kinesin family member 3C ENSMUSG00000045625 239827 Pigz −0.598722718 0.015210303 phosphatidylinositol glycan anchor biosynthesis, class Z ENSMUSG00000027612 17391 Mmp24 −0.598757672 0.002238309 matrix metallopeptidase 24 ENSMUSG00000020520 171212 Galnt10 −0.599297284 0.024611757 UDP-N-acetyl-alpha-D- galactosamine:polypeptide N- acetylgalactosaminyltransferase 10 ENSMUSG00000052926 69724 Rnaseh2a −0.599350559 0.002777469 ribonuclease H2, large subunit ENSMUSG00000024170 71718 Telo2 −0.599446564 0.001998408 telomere maintenance 2 ENSMUSG00000044857 224640 Lemd2 −0.599688787 0.016494733 LEM domain containing 2 ENSMUSG00000024847 11632 Aip −0.599725621 0.02623425 aryl-hydrocarbon receptor- interacting protein ENSMUSG00000027649 66642 Ctnnbl1 −0.600135244 8.12E−05 catenin, beta like 1 ENSMUSG00000037761 109275 Actr5 −0.600393626 0.030957083 ARP5 actin-related protein 5 ENSMUSG00000050552 66096 Lamtor4 −0.600674391 0.009017867 late endosomal/lysosomal adaptor, MAPK and MTOR activator 4 ENSMUSG00000039936 18707 Pik3cd −0.600809954 0.01670801 phosphatidylinositol 3-kinase catalytic delta polypeptide ENSMUSG00000025204 67264 Ndufb8 −0.600856457 4.11E−06 NADH dehydrogenase (ubiquinone) 1 beta subcomplex 8 ENSMUSG00000053395 81905 Cacng8 −0.601293002 0.008378227 calcium channel, voltage- dependent, gamma subunit 8 ENSMUSG00000022174 13135 Dad1 −0.601295982 0.001338823 defender against cell death 1 ENSMUSG00000079442 20448 St6galnac4 −0.601440307 0.001575172 ST6 (alpha-N-acetyl-neuraminyl- 2,3-beta-galactosyl-1,3)-N- acetylgalactosaminide alpha-2,6- sialyltransferase 4 ENSMUSG00000027859 18049 Ngf −0.60158719 0.030308838 nerve growth factor ENSMUSG00000047485 245683 Klhl34 −0.602890249 0.003016938 kelch-like 34 ENSMUSG00000032085 21345 Tagln −0.602908006 0.02432179 transgelin ENSMUSG00000019428 14232 Fkbp8 −0.60292571 0.005713467 FK506 binding protein 8 ENSMUSG00000075279 −0.603020075 0.016426155 ENSMUSG00000074738 230991 Fndc10 −0.603048276 0.015293069 fibronectin type III domain containing 10 ENSMUSG00000019254 232807 Ppp1r12c −0.60321551 0.002437518 protein phosphatase 1, regulatory (inhibitor) subunit 12C ENSMUSG00000066621 70381 Tecpr1 −0.603892726 0.002356321 tectonin beta-propeller repeat containing 1 ENSMUSG00000028973 74610 Abcb8 −0.604221455 0.009349993 ATP-binding cassette, sub-family B (MDR/TAP), member 8 ENSMUSG00000025733 214952 Rhot2 −0.604397317 0.000310253 ras homolog family member T2 ENSMUSG00000028538 20441 St3gal3 −0.604401012 0.003210676 ST3 beta-galactoside alpha-2,3- sialyltransferase 3 ENSMUSG00000024112 58226 Cacna1h −0.604731533 0.006404251 calcium channel, voltage- dependent, T type, alpha 1H subunit ENSMUSG00000024327 14977 Slc39a7 −0.604938713 0.001418094 solute carrier family 39 (zinc transporter), member 7 ENSMUSG00000076441 11898 Ass1 −0.605111848 0.005686536 argininosuccinate synthetase 1 ENSMUSG00000092417 81845 Gpank1 −0.605335172 0.019103418 G patch domain and ankyrin repeats 1 ENSMUSG00000007783 78070 Cpt1c −0.605516753 0.004484016 carnitine palmitoyltransferase 1c ENSMUSG00000040472 56187 Rabggta −0.605555512 0.001968877 Rab geranylgeranyl transferase, a subunit ENSMUSG00000003072 66043 Atp5d −0.605649842 0.029269343 ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit ENSMUSG00000028444 12804 Cntfr −0.605768757 0.005176581 ciliary neurotrophic factor receptor ENSMUSG00000059518 70103 Znhit1 −0.6060308 0.016334183 zinc finger, HIT domain containing 1 ENSMUSG00000057342 56632 Sphk2 −0.606199965 0.00852341 sphingosine kinase 2 ENSMUSG00000026259 53972 Ngef −0.606450534 0.001662173 neuronal guanine nucleotide exchange factor ENSMUSG00000002768 17256 Mea1 −0.607076669 0.004370344 male enhanced antigen 1 ENSMUSG00000039615 56424 Stub1 −0.60729883 0.001801515 STIP1 homology and U-Box containing protein 1 ENSMUSG00000020473 11568 Aebp1 −0.607356466 0.02900422 AE binding protein 1 ENSMUSG00000028876 230735 Epha10 −0.607473775 0.004376521 Eph receptor A10 ENSMUSG00000037089 73836 Slc35b2 −0.607642371 0.003965958 solute carrier family 35, member B2 ENSMUSG00000021061 20741 Sptb −0.608022584 8.41E−05 spectrin beta, erythrocytic ENSMUSG00000078789 116905 Dph1 −0.608285394 0.0125064 diphthamide biosynthesis 1 ENSMUSG00000026179 56695 Pnkd −0.608911242 0.003761207 paroxysmal nonkinesiogenic dyskinesia ENSMUSG00000002524 67959 Puf60 −0.609586526 0.002391979 poly-U binding splicing factor 60 ENSMUSG00000008348 22190 Ubc −0.609611973 0.030906143 ubiquitin C ENSMUSG00000037563 20055 Rps16 −0.609667744 0.000291652 ribosomal protein S16 ENSMUSG00000058441 406218 Panx2 −0.609812365 0.023209714 pannexin 2 ENSMUSG00000001289 56612 Pfdn5 −0.610151803 0.000250755 prefoldin 5 ENSMUSG00000016344 66496 Ppdpf −0.610393992 0.005856448 pancreatic progenitor cell differentiation and proliferation factor ENSMUSG00000039660 227695 Spout1 −0.610446294 0.009746584 SPOUT domain containing methyltransferase 1 ENSMUSG00000055805 57778 Fmnl1 −0.610753826 0.012858283 formin-like 1 ENSMUSG00000023017 11419 Asic1 −0.610773963 0.001150495 acid-sensing (proton-gated) ion channel 1 ENSMUSG00000087408 14559 Gdf1 −0.610949998 0.026466237 growth differentiation factor 1 ENSMUSG00000029449 23912 Rhof −0.611271911 0.008593727 ras homolog family member F (in filopodia) ENSMUSG00000035754 216156 Wdr18 −0.611747268 0.003245063 WD repeat domain 18 ENSMUSG00000072620 20556 Slfn2 −0.612389825 0.006170952 schlafen 2 ENSMUSG00000043448 118454 Gjc2 −0.61269081 0.019275697 gap junction protein, gamma 2 ENSMUSG00000020133 66374 2310011J03Rik −0.612805487 0.012977493 RIKEN cDNA 2310011J03 gene ENSMUSG00000024773 329015 Atg2a −0.61302723 0.023522014 autophagy related 2A ENSMUSG00000040097 224613 Flywch1 −0.614918609 0.011462086 FLYWCH-type zinc finger 1 ENSMUSG00000020591 18217 Ntsr2 −0.615127744 0.000186491 neurotensin receptor 2 ENSMUSG00000025175 63828 Fn3k −0.615580809 0.006235384 fructosamine 3 kinase ENSMUSG00000079677 68165 Fdx1l −0.615587705 0.018472842 ferredoxin 1-like ENSMUSG00000055044 54132 Pdlim1 −0.616584153 0.006967342 PDZ and LIM domain 1 (elfin) ENSMUSG00000024158 14651 Hagh −0.61737276 0.000998199 hydroxyacyl glutathione hydrolase ENSMUSG00000073879 −0.617484874 0.012181426 ENSMUSG00000031328 192176 Flna −0.617750678 7.85E−05 filamin, alpha ENSMUSG00000047675 20116 Rps8 −0.617906605 0.002590106 ribosomal protein S8 ENSMUSG00000073434 106618 Wdr90 −0.618586587 0.014233443 WD repeat domain 90 ENSMUSG00000073422 14979 H2-Ke6 −0.618625085 0.018568298 H2-K region expressed gene 6 ENSMUSG00000011096 67605 Akt1s1 −0.618937093 0.009753505 AKT1 substrate 1 (proline-rich) ENSMUSG00000022551 66445 Cyc1 −0.619446316 0.007645477 cytochrome c-1 ENSMUSG00000013646 79566 Sh3bp5l −0.619538419 0.009351345 SH3 binding domain protein 5 like ENSMUSG00000001910 66830 Nacc1 −0.619906563 0.002080874 nucleus accumbens associated 1, BEN and BTB (POZ) domain containing ENSMUSG00000022558 223658 Mroh1 −0.620513964 0.003780714 maestro heat-like repeat family member 1 ENSMUSG00000039308 17423 Ndst2 −0.620629869 0.001181038 N-deacetylase/N-sulfotransferase (heparan glucosaminyl) 2 ENSMUSG00000029624 71799 Ptcd1 −0.620717352 0.012314063 pentatricopeptide repeat domain 1 ENSMUSG00000038690 57423 Atp5j2 −0.62099136 0.002126936 ATP synthase, H+ transporting, mitochondrial F0 complex, subunit F2 ENSMUSG00000051107 −0.621168787 0.005714515 ENSMUSG00000029598 71772 Plbd2 −0.621639845 0.016059298 phospholipase B domain containing 2 ENSMUSG00000046330 19981 Rpl37a −0.621893661 0.001404895 ribosomal protein L37a ENSMUSG00000019054 66437 Fis1 −0.62189367 0.003036844 fission, mitochondrial 1 ENSMUSG00000004929 50492 Thop1 −0.621901784 0.027743402 thimet oligopeptidase 1 ENSMUSG00000030744 27050 Rps3 −0.62315274 0.001063449 ribosomal protein S3 ENSMUSG00000001227 20359 Sema6b −0.624554362 0.018129063 sema domain, transmembrane domain (TM), and cytoplasmic domain, (semaphorin) 6B ENSMUSG00000024736 98170 Tmem132a −0.624679251 0.011423699 transmembrane protein 132A ENSMUSG00000046480 399548 Scn4b −0.624944731 2.32E−05 sodium channel, type IV, beta ENSMUSG00000034595 76448 Ppp1r18 −0.625263187 0.023018223 protein phosphatase 1, regulatory subunit 18 ENSMUSG00000062906 170787 Hdac10 −0.625281494 0.022291905 histone deacetylase 10 ENSMUSG00000035228 232821 Ccdc106 −0.62543387 0.025965553 coiled-coil domain containing 106 ENSMUSG00000035674 66091 Ndufa3 −0.625682913 0.00574018 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 3 ENSMUSG00000035863 18483 Palm −0.625800734 0.018707041 paralemmin ENSMUSG00000040759 67272 Cmtm5 −0.626261164 0.00445791 CKLF-like MARVEL transmembrane domain containing 5 ENSMUSG00000017417 72324 Plxdc1 −0.626350428 0.026648841 plexin domain containing 1 ENSMUSG00000017167 53321 Cntnap1 −0.626453113 0.001181038 contactin associated protein-like 1 ENSMUSG00000022436 20401 Sh3bp1 −0.626671085 0.024448559 SH3-domain binding protein 1 ENSMUSG00000027297 17005 Ltk −0.627128476 0.005774001 leukocyte tyrosine kinase ENSMUSG00000003813 19358 Rad23a −0.627999713 0.000869645 RAD23 homolog A, nucleotide excision repair protein ENSMUSG00000029723 78829 Tsc22d4 −0.628530138 0.017512637 TSC22 domain family, member 4 ENSMUSG00000027502 66404 Rtfdc1 −0.628592965 0.005001218 replication termination factor 2 domain containing 1 ENSMUSG00000066440 211978 Zfyve26 −0.629051643 0.005328246 zinc finger, FYVE domain containing 26 ENSMUSG00000037992 19401 Rara −0.629815844 0.024688022 retinoic acid receptor, alpha ENSMUSG00000002307 13163 Daxx −0.630028056 0.000541508 Fas death domain-associated protein ENSMUSG00000025651 22273 Uqcrc1 −0.630418801 0.022687539 ubiquinol-cytochrome c reductase core protein 1 ENSMUSG00000016349 13628 Eef1a2 −0.630634736 0.01775059 eukaryotic translation elongation factor 1 alpha 2 ENSMUSG00000033955 228140 Tnks1bp1 −0.630802165 0.0049917 tankyrase 1 binding protein 1 ENSMUSG00000020331 15166 Hcn2 −0.631099708 0.002238309 hyperpolarization-activated, cyclic nucleotide-gated K+ 2 ENSMUSG00000032556 107993 Bfsp2 −0.631318318 0.018672334 beaded filament structural protein 2, phakinin ENSMUSG00000050721 102595 Plekho2 −0.631455118 0.021670961 pleckstrin homology domain containing, family O member 2 ENSMUSG00000003346 216169 Abhd17a −0.631693066 0.025364617 abhydrolase domain containing 17A ENSMUSG00000028937 70025 Acot7 −0.631771962 0.005053643 acyl-CoA thioesterase 7 ENSMUSG00000050708 14325 Ftl1 −0.631878303 0.024169919 ferritin light polypeptide 1 ENSMUSG00000032185 59035 Carm1 −0.631935626 0.002200325 coactivator-associated arginine methyltransferase 1 ENSMUSG00000040323 −0.632027363 0.020420753 ENSMUSG00000059734 225887 Ndufs8 −0.632232257 0.011706934 NADH dehydrogenase (ubiquinone) Fe-S protein 8 ENSMUSG00000060216 216869 Arrb2 −0.632290886 0.002743257 arrestin, beta 2 ENSMUSG00000050822 243328 Slc29a4 −0.632386317 0.006446155 solute carrier family 29 (nucleoside transporters), member 4 ENSMUSG00000022428 73739 Cby1 −0.632790976 0.008063658 chibby homolog 1 (Drosophila) ENSMUSG00000041378 12741 Cldn5 −0.633836987 0.022793857 claudin 5 ENSMUSG00000044628 68846 Rnf208 −0.634064897 0.024672575 ring finger protein 208 ENSMUSG00000003352 12297 Cacnb3 −0.634182033 0.006136465 calcium channel, voltage- dependent, beta 3 subunit ENSMUSG00000097006 638247 9530082P21Rik −0.63422725 0.007916903 RIKEN cDNA 9530082P21 gene ENSMUSG00000053565 73830 Eif3k −0.634842192 0.005922988 eukaryotic translation initiation factor 3, subunit K ENSMUSG00000036199 67184 Ndufa13 −0.634997381 0.01946358 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 13 ENSMUSG00000036073 14430 Galt −0.635010933 0.003764677 galactose-1-phosphate uridyl transferase ENSMUSG00000057789 12018 Bak1 −0.635551689 0.014455417 BCL2-antagonist/killer 1 ENSMUSG00000013367 210094 Iglon5 −0.635696369 0.015933498 IgLON family member 5 ENSMUSG00000011877 216963 Git1 −0.636339309 0.003682929 G protein-coupled receptor kinase- interactor 1 ENSMUSG00000080268 107392 Brms1 −0.63905559 0.015941294 breast cancer metastasis- suppressor 1 ENSMUSG00000035237 16816 Lcat −0.639140168 0.005081029 lecithin cholesterol acyltransferase ENSMUSG00000004056 11652 Akt2 −0.639506687 0.000186491 thymoma viral proto-oncogene 2 ENSMUSG00000020831 104457 0610010K14Rik −0.63422725 0.007916903 RIKEN cDNA 9530082P21 gene ENSMUSG00000028664 13844 Ephb2 −0.641497793 0.011257904 Eph receptor B2 ENSMUSG00000036052 56323 Dnajb5 −0.641638513 0.001063449 DnaJ heat shock protein family (Hsp40) member B5 ENSMUSG00000002833 15193 Hdgfrp2 −0.641921398 0.001768632 hepatoma-derived growth factor, related protein 2 ENSMUSG00000034908 214597 Sidt2 −0.642345851 0.001026104 SID1 transmembrane family, member 2 ENSMUSG00000017754 18830 Pltp −0.642375392 0.006434883 phospholipid transfer protein ENSMUSG00000020087 71767 Tysnd1 −0.642688892 0.006172045 trypsin domain containing 1 ENSMUSG00000023707 66627 Ogfod2 −0.644066417 0.002934641 2-oxoglutarate and iron-dependent oxygenase domain containing 2 ENSMUSG00000032480 72831 Dhx30 −0.644209389 0.018743104 DEAH (Asp-Glu-Ala-His) box polypeptide 30 ENSMUSG00000026799 68975 Med27 −0.644363918 0.001441714 mediator complex subunit 27 ENSMUSG00000062563 12879 Cys1 −0.644651751 0.001312062 cystin 1 ENSMUSG00000022564 66168 Grina −0.645637734 0.004568734 glutamate receptor, ionotropic, N- methyl D-aspartate-associated protein 1 (glutamate binding) ENSMUSG00000039838 242773 Slc45a1 −0.645653668 0.004198828 solute carrier family 45, member 1 ENSMUSG00000038393 56338 Txnip −0.645818648 3.88E−06 thioredoxin interacting protein ENSMUSG00000042729 107071 Wdr74 −0.645846206 0.001694389 WD repeat domain 74 ENSMUSG00000036748 67116 Cuedc2 −0.646259672 0.004307817 CUE domain containing 2 ENSMUSG00000024941 78891 Scyl1 −0.646404011 0.00826777 SCY1-like 1(S. cerevisiae) ENSMUSG00000010057 56032 Nprl2 −0.647023089 0.006202355 nitrogen permease regulator-like 2 ENSMUSG00000022565 18810 Plec −0.647329975 0.003471695 plectin ENSMUSG00000072214 18951 5-Sep −0.647714358 0.002845741 septin 5 ENSMUSG00000030410 13401 Dmwd −0.64788725 0.002163585 dystrophia myotonica-containing WD repeat motif ENSMUSG00000002660 53895 Clpp −0.648551911 0.002747619 caseinolytic mitochondrial matrix peptidase proteolytic subunit ENSMUSG00000031818 12857 Cox4i1 −0.648822521 0.001998408 cytochrome c oxidase subunit IV isoform 1 ENSMUSG00000035637 76238 Grhpr −0.649713183 0.005318466 glyoxylate reductase/hydroxypyruvate reductase ENSMUSG00000028758 16559 Kif17 −0.649862566 0.016699692 kinesin family member 17 ENSMUSG00000026307 50880 Scly −0.651113311 0.001417258 selenocysteine lyase ENSMUSG00000029166 100732 Mapre3 −0.651745093 0.004076949 microtubule-associated protein, RP/EB family, member 3 ENSMUSG00000056665 223626 Them6 −0.651909929 0.014878079 thioesterase superfamily member 6 ENSMUSG00000052146 67097 Rps10 −0.651940547 0.003210676 ribosomal protein S10 ENSMUSG00000040964 72754 Arhgef10l −0.652807628 0.000325542 Rho guanine nucleotide exchange factor (GEF) 10-like ENSMUSG00000002205 101568 Vrk3 −0.65303364 0.000368076 vaccinia related kinase 3 ENSMUSG00000020277 18641 Pfkl −0.653183293 0.002895288 phosphofructokinase, liver, B-type ENSMUSG00000030714 75565 Sgf29 −0.653283949 0.014879682 SAGA complex associated factor 29 ENSMUSG00000079598 665180 Clec2l −0.653318295 0.009648501 C-type lectin domain family 2, member L ENSMUSG00000020886 13385 Dlg4 −0.653750701 0.002391979 discs, large homolog 4 (Drosophila) ENSMUSG00000047417 66932 Rexo1 −0.654697039 0.016701264 REX1, RNA exonuclease 1 ENSMUSG00000024958 107173 Gpr137 −0.654883496 0.010229154 G protein-coupled receptor 137 ENSMUSG00000050821 78408 Fam131a −0.655280724 0.001345392 family with sequence similarity 131, member A ENSMUSG00000029603 14357 Dtx1 −0.655560092 0.013405766 deltex 1, E3 ubiquitin ligase ENSMUSG00000028917 69582 Plekhm2 −0.656010336 0.007447036 pleckstrin homology domain containing, family M (with RUN domain) member 2 ENSMUSG00000049482 66965 Ctu2 −0.656187473 0.020101173 cytosolic thiouridylase subunit 2 ENSMUSG00000034472 75141 Rasd2 −0.6570002 3.72E−08 RASD family, member 2 ENSMUSG00000028931 16498 Kcnab2 −0.657718304 0.000222519 potassium voltage-gated channel, shaker-related subfamily, beta member 2 ENSMUSG00000061111 192173 Fam195b −0.65832679 0.010725345 family with sequence similarity 195, member B ENSMUSG00000024570 68731 Rbfa −0.658634765 0.003811837 ribosome binding factor A ENSMUSG00000003546 74764 Klc4 −0.65878002 0.016392072 kinesin light chain 4 ENSMUSG00000074634 633640 Tmem267 −0.660912249 0.0125533 transmembrane protein 267 ENSMUSG00000004895 94315 Prcc −0.661535474 0.000950055 papillary renal cell carcinoma (translocation-associated) ENSMUSG00000004892 12032 Bcan −0.661667195 0.001301669 brevican ENSMUSG00000029712 83766 Actl6b −0.662011057 0.007291454 actin-like 6B ENSMUSG00000022557 12181 Bop1 −0.663032163 0.001306557 block of proliferation 1 ENSMUSG00000037916 17995 Ndufv1 −0.663228228 0.001340294 NADH dehydrogenase (ubiquinone) flavoprotein 1 ENSMUSG00000038521 50908 C1s1 −0.6636604 0.016699777 complement component 1, s subcomponent 1 ENSMUSG00000049760 224904 2410015M20Rik −0.663663147 0.002296608 RIKEN cDNA 2410015M20 gene ENSMUSG00000006057 11951 Atp5g1 −0.663699041 0.012691029 ATP synthase, H+ transporting, mitochondrial F0 complex, subunit C1 (subunit 9) ENSMUSG00000006476 56876 Nsmf −0.664437408 0.000452634 NMDA receptor synaptonuclear signaling and neuronal migration factor ENSMUSG00000032796 16772 Lama1 −0.664621098 0.004360096 laminin, alpha 1 ENSMUSG00000030533 101869 Unc45a −0.665654615 0.010021535 unc-45 myosin chaperone A ENSMUSG00000000253 66355 Gmpr −0.665871519 0.001938468 guanosine monophosphate reductase ENSMUSG00000027763 56758 Mbnl1 −0.665999159 0.013444742 muscleblind-like 1 (Drosophila) ENSMUSG00000063904 75221 Dpp3 −0.666260679 0.004393496 dipeptidylpeptidase 3 ENSMUSG00000021957 21881 Tkt −0.666652033 0.003845974 transketolase ENSMUSG00000025737 268933 Wdr24 −0.668189749 0.012390159 WD repeat domain 24 ENSMUSG00000019370 12315 Calm3 −0.668238518 0.000418204 calmodulin 3 ENSMUSG00000057963 217837 Itpk1 −0.668389071 0.007160883 inositol 1,3,4-triphosphate 5/6 kinase ENSMUSG00000051067 237403 Lingo3 −0.668745473 3.83E−08 leucine rich repeat and Ig domain containing 3 ENSMUSG00000027932 26568 Slc27a3 −0.669546933 0.017512637 solute carrier family 27 (fatty acid transporter), member 3 ENSMUSG00000031848 50783 Lsm4 −0.669748952 0.01721585 LSM4 homolog, U6 small nuclear RNA and mRNA degradation associated ENSMUSG00000040414 246696 Slc25a28 −0.670100482 0.00560995 solute carrier family 25, member 28 ENSMUSG00000037032 11785 Apbb1 −0.670799313 0.015891051 amyloid beta (A4) precursor protein-binding, family B, member 1 ENSMUSG00000024914 66556 Drap1 −0.67217516 0.002947909 Dr1 associated protein 1 (negative cofactor 2 alpha) ENSMUSG00000053398 236539 Phgdh −0.672669677 0.000735754 3-phosphoglycerate dehydrogenase ENSMUSG00000020755 57230 Sap30bp −0.673300922 8.96E−05 SAP30 binding protein ENSMUSG00000022443 17886 Myh9 −0.673995363 1.37E−06 myosin, heavy polypeptide 9, non- muscle ENSMUSG00000007950 64296 Abhd8 −0.674953625 0.015176592 abhydrolase domain containing 8 ENSMUSG00000002279 76483 Lmf1 −0.675191743 0.011256294 lipase maturation factor 1 ENSMUSG00000024608 20044 Rps14 −0.67568793 0.000665254 ribosomal protein S14 ENSMUSG00000039345 239706 Mettl22 −0.676058983 0.003481044 methyltransferase like 22 ENSMUSG00000038390 14788 Gpr162 −0.676621608 0.013546635 G protein-coupled receptor 162 ENSMUSG00000028857 52174 Tmem222 −0.676834652 0.00336981 transmembrane protein 222 ENSMUSG00000034685 217219 Fam171a2 −0.678148991 0.016376632 family with sequence similarity 171, member A2 ENSMUSG00000066724 −0.678298566 0.008509909 ENSMUSG00000034994 13629 Eef2 −0.678980585 0.009303766 eukaryotic translation elongation factor 2 ENSMUSG00000027602 66734 Map1lc3a −0.680256141 0.01044046 microtubule-associated protein 1 light chain 3 alpha ENSMUSG00000030086 66098 Chchd6 −0.680706634 0.004877014 coiled-coil-helix-coiled-coil-helix domain containing 6 ENSMUSG00000029544 29867 Cabp1 −0.680832801 0.011630092 calcium binding protein 1 ENSMUSG00000022760 69009 Thap7 −0.681032519 0.002170917 THAP domain containing 7 ENSMUSG00000030741 73658 Spns1 −0.681243269 0.010090704 spinster homolog 1 ENSMUSG00000019659 72654 Ccdc12 −0.681736615 0.01594855 coiled-coil domain containing 12 ENSMUSG00000019470 67439 Xab2 −0.68183093 0.006755243 XPA binding protein 2 ENSMUSG00000018634 12921 Crhr1 −0.681962795 0.002365415 corticotropin releasing hormone receptor 1 ENSMUSG00000016554 55944 Eif3d −0.682435597 0.000694718 eukaryotic translation initiation factor 3, subunit D ENSMUSG00000003345 103236 Csnk1g2 −0.68367942 0.003780714 casein kinase 1, gamma 2 ENSMUSG00000024792 81909 Zfpl1 −0.684416986 0.00972421 zinc finger like protein 1 ENSMUSG00000028466 12913 Creb3 −0.685128638 0.000523977 cAMP responsive element binding protein 3 ENSMUSG00000040435 17872 Ppp1r15a −0.685304172 0.004568734 protein phosphatase 1, regulatory (inhibitor) subunit 15A ENSMUSG00000037204 68118 Atg101 −0.686631869 0.003641705 autophagy related 101 ENSMUSG00000067889 20743 Sptbn2 −0.686798854 0.000151612 spectrin beta, non-erythrocytic 2 ENSMUSG00000088789 100306943 Scarna13 −0.687471288 0.002590106 small Cajal body-specific RNA 1 ENSMUSG00000028796 54383 Phc2 −0.688145163 0.007569893 polyhomeotic-like 2 (Drosophila) ENSMUSG00000036599 59031 Chst12 −0.689019017 0.006708852 carbohydrate sulfotransferase 12 ENSMUSG00000028749 26971 Pla2g2f −0.689186532 0.014394062 phospholipase A2, group IIF ENSMUSG00000028833 26562 Ncdn −0.689219413 0.009551105 neurochondrin ENSMUSG00000020810 114886 Cygb −0.689320205 0.006608503 cytoglobin ENSMUSG00000056185 225861 Snx32 −0.689614085 0.004088241 sorting nexin 32 ENSMUSG00000002372 71810 Ranbp3 −0.689805749 0.006738514 RAN binding protein 3 ENSMUSG00000030007 12468 Cct7 −0.690317946 0.010643999 chaperonin containing Tcp1, subunit 7 (eta) ENSMUSG00000018974 53890 Sart3 −0.69117541 0.000222519 squamous cell carcinoma antigen recognized by T cells 3 ENSMUSG00000003808 66590 Farsa −0.692111324 0.000998199 phenylalanyl-tRNA synthetase, alpha subunit ENSMUSG00000005354 56551 Txn2 −0.692290517 0.001276768 thioredoxin 2 ENSMUSG00000032583 72825 Mon1a −0.692897386 0.014297364 MON1 homolog A, secretory traffciking associated ENSMUSG00000000753 20317 Serpinf1 −0.693304223 0.0015457 serine (or cysteine) peptidase inhibitor, clade F, member 1 ENSMUSG00000033594 78779 Spata2l −0.694167537 0.0037729 spermatogenesis associated 2-like ENSMUSG00000030584 29861 Dpf1 −0.695499807 0.005260245 D4, zinc and double PHD fingers family 1 ENSMUSG00000078619 83796 Smarcd2 −0.696646857 0.00125674 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily d, member 2 ENSMUSG0000000053 11482 Acvrl1 −0.696976022 0.006423148 activin A receptor, type II-like 1 ENSMUSG00000021494 72935 Ddx41 −0.698073609 0.004331665 DEAD (Asp-Glu-Ala-Asp) box polypeptide 41 ENSMUSG00000017774 17913 Myo1c −0.698393716 0.000600147 myosin IC ENSMUSG00000006276 13859 Eps15l1 −0.698752812 0.011966178 epidermal growth factor receptor pathway substrate 15-like 1 ENSMUSG00000032060 12955 Cryab −0.699556083 0.001683662 crystallin, alpha B ENSMUSG00000036733 68035 Rbm42 −0.699704923 0.003780714 RNA binding motif protein 42 ENSMUSG00000025509 66853 Pnpla2 −0.699778459 0.012390159 patatin-like phospholipase domain containing 2 ENSMUSG00000027488 20648 Snta1 −0.70132101 0.001537324 syntrophin, acidic 1 ENSMUSG00000035783 11475 Acta2 −0.70133359 0.004187848 actin, alpha 2, smooth muscle, aorta ENSMUSG00000033006 20665 Sox10 −0.702590215 0.000556123 SRY (sex determining region Y)- box 10 ENSMUSG00000038354 213121 Ankrd35 −0.70387362 0.002044759 ankyrin repeat domain 35 ENSMUSG00000026697 17926 Myoc −0.7041283 0.000558417 myocilin ENSMUSG00000018459 114644 Slc13a3 −0.705044298 0.000407201 solute carrier family 13 (sodium- dependent dicarboxylate transporter), member 3 ENSMUSG00000021235 217707 Coq6 −0.706129644 0.002245385 coenzyme Q6 monooxygenase ENSMUSG00000009640 66233 Dmap1 −0.707204572 0.001999452 DNA methyltransferase 1- associated protein 1 ENSMUSG00000003549 13870 Ercc1 −0.707677588 0.009052603 excision repair cross- complementing rodent repair deficiency, complementation group 1 ENSMUSG00000003435 20924 Supt5 −0.707966508 0.011625189 suppressor of Ty 5 ENSMUSG00000029599 71990 Ddx54 −0.709450059 0.01155039 DEAD (Asp-Glu-Ala-Asp) box polypeptide 54 ENSMUSG00000014859 104394 E2f4 −0.71144034 0.01044046 E2F transcription factor 4 ENSMUSG00000051403 232947 Ppp1r37 −0.712532548 0.003845974 protein phosphatase 1, regulatory subunit 37 ENSMUSG00000038880 79044 Mrps34 −0.713621405 0.002365989 mitochondrial ribosomal protein S34 ENSMUSG00000036966 223918 Spryd3 −0.714182543 0.001751667 SPRY domain containing 3 ENSMUSG00000031827 72042 Cotl1 −0.714281952 0.004890059 coactosin-like 1 (Dictyostelium) ENSMUSG00000046719 104079 Nxph3 −0.715441544 0.009752335 neurexophilin 3 ENSMUSG00000092083 98741 Kcnb2 −0.716520282 0.001374059 potassium voltage gated channel, Shab-related subfamily, member 2 ENSMUSG00000024892 18563 Pcx −0.716521751 0.003481044 pyruvate carboxylase ENSMUSG00000034216 228545 Vps18 −0.717811491 0.000749687 VPS18 CORVET/HOPS core subunit ENSMUSG00000068329 64704 Htra2 −0.718738218 0.003885819 HtrA serine peptidase 2 ENSMUSG00000037907 268445 Ankrd13b −0.718795168 0.006473466 ankyrin repeat domain 13b ENSMUSG00000039771 20022 Polr2j −0.719840837 0.00196971 polymerase (RNA) II (DNA directed) polypeptide J ENSMUSG00000044986 22117 Tst −0.722887681 0.007055857 thiosulfate sulfurtransferase, mitochondrial ENSMUSG00000040813 21767 Tex264 −0.723970905 0.004413261 testis expressed gene 264 ENSMUSG00000072772 14790 Grcc10 −0.726236525 0.007057237 gene rich cluster, C10 gene ENSMUSG00000051768 22594 Xrcc1 −0.726721553 0.009052603 X-ray repair complementing defective repair in Chinese hamster cells 1 ENSMUSG00000070570 72961 Slc17a7 −0.726820552 0.00575267 solute carrier family 17 (sodium- dependent inorganic phosphate cotransporter), member 7 ENSMUSG00000038650 107702 Rnh1 −0.728017622 0.009752335 ribonuclease/angiogenin inhibitor 1 ENSMUSG00000039656 20182 Rxrb −0.72844985 0.000999986 retinoid X receptor beta ENSMUSG00000055681 59042 Cope −0.72891368 0.006403724 coatomer protein complex, subunit epsilon ENSMUSG00000039713 269608 Plekhg5 −0.729623554 0.002747619 pleckstrin homology domain containing, family G (with RhoGef domain) member 5 ENSMUSG00000025158 19719 Rfng −0.730797553 0.005812978 RFNG O-fucosylpeptide 3-beta-N- acetylglucosaminyltransferase ENSMUSG00000023224 12258 Serping1 −0.730902741 0.001179316 serine (or cysteine) peptidase inhibitor, clade G, member 1 ENSMUSG00000026688 66447 Mgst3 −0.732031182 0.002899047 microsomal glutathione S- transferase 3 ENSMUSG00000026860 227700 Sh3glb2 −0.732212311 0.003473018 SH3-domain GRB2-like endophilin B2 ENSMUSG00000042492 68449 Tbc1d10b −0.732351556 3.57E−05 TBC1 domain family, member 10b ENSMUSG00000026458 68507 Ppfia4 −0.733174428 0.006970524 protein tyrosine phosphatase, receptor type, f polypeptide (PTPRF), interacting protein (liprin), alpha 4 ENSMUSG00000078441 56214 Scamp4 −0.733253989 0.004754638 secretory carrier membrane protein 4 ENSMUSG00000002871 24100 Tpra1 −0.735924404 0.005647889 transmembrane protein, adipocyte asscociated 1 ENSMUSG00000090137 22186 Uba52 −0.736452474 0.001901327 ubiquitin A-52 residue ribosomal protein fusion product 1 ENSMUSG00000001270 12709 Ckb −0.738233346 0.000608724 creatine kinase, brain ENSMUSG00000040952 20085 Rps19 −0.738372882 0.00041893 ribosomal protein S19 ENSMUSG00000003200 20405 Sh3gl1 −0.739169416 0.006361553 SH3-domain GRB2-like 1 ENSMUSG00000091712 665119 Sec14l5 −0.739883804 0.00584403 SEC14-like lipid binding 5 ENSMUSG00000060260 101631 Pwwp2b −0.740350868 0.000652509 PWWP domain containing 2B ENSMUSG00000033327 81877 Tnxb −0.741649684 0.007996532 tenascin XB ENSMUSG00000088185 −0.742163161 0.003544118 ENSMUSG00000042462 66422 Dctpp1 −0.742351618 0.007008349 dCTP pyrophosphatase 1 ENSMUSG00000026197 68818 Zfand2b −0.742483954 0.003919282 zinc finger, AN1 type domain 2B ENSMUSG00000034271 81703 Jdp2 −0.743587468 8.12E−05 Jun dimerization protein 2 ENSMUSG00000002343 76813 Armc6 −0.744088748 0.000659059 armadillo repeat containing 6 ENSMUSG00000006215 22642 Zbtb17 −0.747030813 0.00512457 zinc finger and BTB domain containing 17 ENSMUSG00000093674 67945 Rpl41 −0.747662654 0.001411939 ribosomal protein L41 ENSMUSG00000024835 23789 Coro1b −0.747669275 0.00017155 coronin, actin binding protein 1B ENSMUSG00000049739 233905 Zfp646 −0.747710853 0.001929017 zinc finger protein 646 ENSMUSG00000073838 233870 Tufm −0.748238729 0.000325542 Tu translation elongation factor, mitochondrial ENSMUSG00000020135 23805 Apc2 −0.750852897 0.002391979 adenomatosis polyposis coli 2 ENSMUSG00000006442 20810 Srm −0.751921478 0.003912983 spermidine synthase ENSMUSG00000028843 73723 Sh3bgrl3 −0.752138289 0.001600898 SH3 domain binding glutamic acid- rich protein-like 3 ENSMUSG00000028670 26394 Lypla2 −0.752307359 0.004996694 lysophospholipase 2 ENSMUSG00000048537 102693 Phldb1 −0.752732034 0.00037302 pleckstrin homology like domain, family B, member 1 ENSMUSG00000039640 56282 Mrpl12 −0.754273829 0.000608724 mitochondrial ribosomal protein L12 ENSMUSG00000020775 60441 Mrpl38 −0.757349677 0.002418557 mitochondrial ribosomal protein L38 ENSMUSG00000045268 195522 Zfp691 −0.759120388 0.006787952 zinc finger protein 691 ENSMUSG00000024039 12411 Cbs −0.760295179 0.000389211 cystathionine beta-synthase ENSMUSG00000052609 263406 Plekhg3 −0.761031641 0.006705787 pleckstrin homology domain containing, family G (with RhoGef domain) member 3 ENSMUSG00000013858 216157 Tmem259 −0.763388723 0.003868867 transmembrane protein 259 ENSMUSG00000016624 271305 Phf21b −0.763505199 0.006546749 PHD finger protein 21B ENSMUSG00000037820 21817 Tgm2 −0.765065898 0.004315106 transglutaminase 2, C polypeptide ENSMUSG00000028782 230775 Adgrb2 −0.765650679 0.000366557 adhesion G protein-coupled receptor B2 ENSMUSG00000022096 15460 Hr −0.766092534 0.002245385 hairless ENSMUSG00000060950 328162 Trmt61a −0.767407862 0.001833082 tRNA methyltransferase 61A ENSMUSG00000090291 278795 Lrrc10b −0.768261326 3.35E−05 leucine rich repeat containing 10B ENSMUSG00000004933 17179 Matk −0.77278843 0.001312062 megakaryocyte-associated tyrosine kinase ENSMUSG00000010936 234729 Vac14 −0.773788601 0.000389657 Vac14 homolog (S. cerevisiae) ENSMUSG00000036845 75660 Lin37 −0.774998935 0.001998408 lin-37 homolog (C. elegans) ENSMUSG00000029713 14693 Gnb2 −0.776106195 0.003073692 guanine nucleotide binding protein (G protein), beta 2 ENSMUSG00000033862 234854 Cdk10 −0.777734269 0.004591326 cyclin-dependent kinase 10 ENSMUSG00000023495 59092 Pcbp4 −0.77946645 0.005072478 poly(rC) binding protein 4 ENSMUSG00000038264 20361 Sema7a −0.782574914 1.56E−05 sema domain, immunoglobulin domain (1g), and GPI membrane anchor, (semaphorin) 7A ENSMUSG00000034412 103724 Tbc1d10a −0.783099909 0.00437341 TBC1 domain family, member 10a ENSMUSG00000051851 72865 Cxx1c −0.783106525 0.004841802 CAAX box 1C ENSMUSG00000026354 226413 Lct −0.783330981 4.67E−06 lactase ENSMUSG00000008668 20084 Rps18 −0.785076034 0.000315513 ribosomal protein S18 ENSMUSG00000005237 327954 Dnah2 −0.785440111 0.002783667 dynein, axonemal, heavy chain 2 ENSMUSG00000033457 330554 Fan1 −0.785844832 0.000398698 FANCD2/FANCI-associated nuclease 1 ENSMUSG00000023192 108068 Grm2 −0.787481672 0.000412819 glutamate receptor, metabotropic 2 ENSMUSG00000030697 56420 Ppp4c −0.788985782 0.002743257 protein phosphatase 4, catalytic subunit ENSMUSG00000039714 235415 Cplx3 −0.789705212 0.001557476 complexin 3 ENSMUSG00000018476 216850 Kdm6b −0.791173174 0.003068704 KDM1 lysine (K)-specific demethylase 6B ENSMUSG00000032532 12424 Cck −0.79172782 0.005077667 cholecystokinin ENSMUSG00000003199 68047 Mpnd −0.792302898 0.001517648 MPN domain containing ENSMUSG00000002379 69875 Ndufa11 −0.795102524 0.004968841 NADH dehydrogenase (ubiquinone) 1 alpha subcomplex 11 ENSMUSG00000033730 13655 Egr3 −0.800844097 0.00410074 early growth response 3 ENSMUSG00000024201 193796 Kdm4b −0.803290754 0.002080874 lysine (K)-specific demethylase 4B ENSMUSG00000060376 12039 Bckdha −0.804525253 0.004293051 branched chain ketoacid dehydrogenase E1, alpha polypeptide ENSMUSG00000020150 14431 Gamt −0.808182888 0.00163991 guanidinoacetate methyltransferase ENSMUSG00000035559 234384 Mpv17l2 −0.808302472 0.002872529 MPV17 mitochondrial membrane protein-like 2 ENSMUSG00000039452 382083 Snx22 −0.809839327 0.002296608 sorting nexin 22 ENSMUSG00000025492 66141 Ifitm3 −0.809904293 0.002483237 interferon induced transmembrane protein 3 ENSMUSG00000078440 102115 Dohh −0.810129967 0.001467472 deoxyhypusine hydroxylase/monooxygenase ENSMUSG00000024395 225341 Lims2 −0.812725317 0.002747619 LIM and senescent cell antigen like domains 2 ENSMUSG00000030688 56018 Stard10 −0.814795313 0.000260636 START domain containing 10 ENSMUSG00000003970 26961 Rpl8 −0.817663867 0.00277665 ribosomal protein L8 ENSMUSG00000034930 20166 Rtkn −0.818029894 5.15E−05 rhotekin ENSMUSG00000060860 77891 Ube2s −0.818847315 0.003631611 ubiquitin-conjugating enzyme E2S ENSMUSG00000037570 51812 Mcrs1 −0.818973775 0.001815611 microspherule protein 1 ENSMUSG00000025348 16404 Itga7 −0.819498407 0.000517792 integrin alpha 7 ENSMUSG00000058586 68607 Serhl −0.82047299 0.000874286 serine hydrolase-like ENSMUSG00000031760 17751 Mt3 −0.823874073 0.003623855 metallothionein 3 ENSMUSG00000029554 17120 Mad1l1 −0.829306635 0.002002561 MAD1 mitotic arrest deficient 1-like 1 ENSMUSG00000026923 18128 Notch1 −0.830908953 0.002597492 notch 1 ENSMUSG00000025486 64384 Sirt3 −0.834205876 0.000642001 sirtuin 3 ENSMUSG00000001729 11651 Akt1 −0.835479712 0.000222519 thymoma viral proto-oncogene 1 ENSMUSG00000041556 230904 Fbxo2 −0.837174734 0.003034731 F-box protein 2 ENSMUSG00000015090 19215 Ptgds −0.845592451 0.002168825 prostaglandin D2 synthase (brain) ENSMUSG00000033216 65967 Eefsec −0.848635791 0.00063026 eukaryotic elongation factor, selenocysteine-tRNA-specific ENSMUSG00000039542 17967 Ncam1 −0.860588075 0.000840189 neural cell adhesion molecule 1 ENSMUSG00000025147 101513 Mob2 −0.87503202 0.000419257 MOB kinase activator 2 ENSMUSG00000003363 18807 Pld3 −0.885205603 0.000189211 phospholipase D family, member 3 ENSMUSG00000029054 14403 Gabrd −0.885481109 8.96E−05 gamma-aminobutyric acid (GABA) A receptor, subunit delta ENSMUSG00000082286 −0.897476539 0.000535573 ENSMUSG00000052456 56495 Asna1 −0.906359021 0.00037302 arsA arsenite transporter, ATP- binding, homolog 1 (bacterial) ENSMUSG00000061032 18114 Rrp1 −0.908837668 1.21E−06 ribosomal RNA processing 1 homolog (S. cerevisiae) ENSMUSG00000050936 −0.925459536 0.000638691 ENSMUSG00000029148 192292 Nrbp1 −0.927127341 0.000665254 nuclear receptor binding protein 1 ENSMUSG00000020836 216961 Coro6 −0.933192778 0.000608724 coronin 6 ENSMUSG00000040479 104418 Dgkz −0.942719889 1.46E−06 diacylglycerol kinase zeta ENSMUSG00000001418 56700 Glmp −0.946502535 0.000418385 glycosylated lysosomal membrane protein ENSMUSG00000030108 14412 Slc6a13 −0.953951709 0.000315513 solute carrier family 6 (neurotransmitter transporter, GABA), member 13 ENSMUSG00000006315 69804 Tmem147 −1.106417157 9.80E−05 transmembrane protein 147 ENSMUSG00000025366 23943 Esyt1 −1.303929003 2.14E−06 extended synaptotagmin-like protein 1 ENSMUSG00000002881 17936 Nab1 −1.794890701 6.14E−12 Ngfi-A binding protein 1

TABLE 4 Ensembl Entrez Symbol log2FoldChange padj Name ENSMUSG00000029372 57349 Ppbp 4.378971891 4.64E−06 pro-platelet basic protein ENSMUSG00000037035 16324 Inhbb 4.051835261 6.85E−07 inhibin beta-B ENSMUSG00000030159 56760 Clec1b 4.035825938 2.57E−05 C-type lectin domain family 1, member b ENSMUSG00000019947 71371 Arid5b 3.99058061 4.62E−05 AT rich interactive domain 5B (MRF1-like) ENSMUSG00000011008 68279 Mcoln2 3.918354668 7.70E−05 mucolipin 2 ENSMUSG00000023341 17858 Mx2 3.909527112 6.87E−05 MX dynamin-like GTPase 2 ENSMUSG00000038637 70552 Lrrc56 3.825927365 4.64E−06 leucine rich repeat containing 56 ENSMUSG00000052477 620078 C130026l21Rik 3.779595382 1.25E−07 RIKEN cDNA C130026l21 gene ENSMUSG00000078847 3.718451758 0.000213003 ENSMUSG00000033429 73724 Mcee 3.715787309 1.16E−06 methylmalonyl CoA epimerase ENSMUSG00000090246 3.51008816 6.91E−07 ENSMUSG00000030310 232333 Slc6a1 3.50263816 7.70E−05 solute carrier family 6 (neurotransmitter transporter, GABA), member 1 ENSMUSG00000053178 208595 Mterf1b 3.49153504 0.000712904 mitochondrial transcription termination factor 1b ENSMUSG00000026976 18510 Pax8 3.423637498 0.000240115 paired box 8 ENSMUSG00000050533 3.41485259 8.76E−07 ENSMUSG00000059408 80978 Mrgprh 3.396337284 0.001087944 MAS-related GPR, member H ENSMUSG00000032252 93683 Glce 3.275067562 8.47E−05 glucuronyl C5-epimerase ENSMUSG00000029165 231093 Agbl5 3.190478222 0.002503227 ATP/GTP binding protein-like 5 ENSMUSG00000021356 16364 Irf4 3.174901716 0.000383524 interferon regulatory factor 4 ENSMUSG00000045775 217316 Slc16a5 3.10726356 0.004168902 solute carrier family 16 (monocarboxylic acid transporters), member 5 ENSMU5G00000096833 3.093609253 0.004337696 ENSMUSG00000025153 14104 Fasn 3.086681846 3.89E−05 fatty acid synthase ENSMUSG00000032612 22258 Usp4 3.0530175 0.001660736 ubiquitin specific peptidase 4 (proto-oncogene) ENSMUSG00000073409 15019 H2-Q8 3.044951268 4.30E−09 histocompatibility 2, Q region locus 8 ENSMUSG00000038594 100038725 Cep85l 3.03966334 0.004131518 centrosomal protein 85-like ENSMUSG00000097582 3.035701368 0.005384185 ENSMUSG00000046463 3.034020588 0.0051099 ENSMUSG00000028528 72685 Dnajc6 3.02873049 0.005214992 DnaJ heat shock protein family (Hsp40) member C6 ENSMUSG00000086191 432396 Zfp652os 2.997529194 0.006007451 zinc finger protein 652, opposite strand ENSMUSG00000010755 27267 Cars 2.970742162 2.59E−05 cysteinyl-tRNA synthetase ENSMUSG00000038888 233189 Ctu1 2.96093014 0.00359675 cytosolic thiouridylase subunit 1 ENSMUSG00000025237 67287 Parp6 2.936273336 0.007597903 poly (ADP-ribose) polymerase family, member 6 ENSMU5G00000087400 2.926059608 0.000955299 ENSMUSG00000029790 83922 Cep41 2.923722302 0.001880617 centrosomal protein 41 ENSMUSG00000000094 21387 Tbx4 2.923375614 0.002077384 T-box 4 ENSMUSG00000079457 2.91496531 7.39E−08 ENSMUSG00000097397 100503704 Gm16861 2.88979551 0.000634534 predicted gene, 16861 ENSMUSG00000097558 2.880808739 0.005298803 ENSMUSG00000085039 2.864166205 0.009309582 ENSMUSG00000020549 68626 Elac2 2.855157355 0.000240115 elaC ribonuclease Z 2 ENSMUSG00000093769 15077 Hist2h3c1 2.850736795 0.005335917 histone cluster 2, H3c1 ENSMUSG00000028860 269589 Sytl1 2.840828603 0.01102743 synaptotagmin-like 1 ENSMUSG00000091199 2.818989133 0.001084823 ENSMUSG00000024440 53601 Pcdh12 2.810044861 2.01E−06 protocadherin 12 ENSMUSG00000097391 100040724 Mirg 2.782640889 0.007347559 miRNA containing gene ENSMUSG00000052429 2.756105326 0.01206718 ENSMUSG00000042010 100705 Acacb 2.752388644 7.70E−05 acetyl-Coenzyme A carboxylase beta ENSMUSG00000024670 12511 Cd6 2.698231009 0.018907621 CD6 antigen ENSMU5G00000038583 18821 Pln 2.690958541 0.004856192 phospholamban ENSMUSG00000043340 2.685983124 0.00468024 ENSMUSG00000074219 2.668559792 0.014401825 ENSMUSG00000070691 12399 Runx3 2.61962486 0.005408165 runt related transcription factor 3 ENSMUSG00000025498 54123 Irf7 2.618142404 0.003733718 interferon regulatory factor 7 ENSMUSG00000038644 18971 Pold1 2.600022241 0.003495189 polymerase (DNA directed), delta 1, catalytic subunit ENSMUSG00000014773 13388 Dll1 2.585077394 0.007443127 delta-like 1 (Drosophila) ENSMUSG00000079362 100702 Gbp6 2.57816577 0.000706817 guanylate binding protein 6 ENSMUSG00000048939 268878 Atp13a5 2.572551126 0.027862243 ATPase type 13A5 ENSMUSG00000071342 380755 Lsmem1 2.563073717 0.028611379 leucine-rich single-pass membrane protein 1 ENSMUSG00000024339 21355 Tap2 2.53983116 0.000446886 transporter 2, ATP-binding cassette, sub-family B (MDR/TAP) ENSMUSG00000051457 20737 Spn 2.528900851 0.025677112 sialophorin ENSMUSG00000054588 2.511022253 0.005109906 ENSMUSG00000026686 110648 Lmx1a 2.510145757 0.01095587 LIM homeobox transcription factor 1 alpha ENSMUSG00000020641 58185 Rsad2 2.507235647 3.87E−05 radical S-adenosyl methionine domain containing 2 ENSMU5G00000085558 2.504929227 0.009069647 ENSMUSG00000052776 246730 Oas1a 2.493178289 0.000300284 2′-5′ oligoadenylate synthetase 1A ENSMUSG00000071716 666348 Apol7e 2.483870808 0.036393665 apolipoprotein L 7e ENSMUSG00000097746 633947 Gm6225 2.471492716 0.02217361 predicted gene 6225 ENSMUSG00000035266 191578 Helq 2.465080964 0.005457978 helicase, POLQ-like ENSMUSG00000027859 18049 Ngf 2.460672316 0.039385129 nerve growth factor ENSMUSG00000083849 2.453193819 0.017083807 ENSMUSG00000050350 110168 Gpr18 2.440422493 0.039769715 G protein-coupled receptor 18 ENSMUSG00000056735 109202 A930024E05Rik 2.43926444 0.042183071 RIKEN cDNA A930024E05 gene ENSMUSG00000044364 108832 Tmem74b 2.437019277 0.042311468 transmembrane protein 74B ENSMUSG00000004233 70560 Wars2 2.430710372 0.0030720 21 tryptophanyl tRNA synthetase 2 (mitochondrial) ENSMUSG00000060550 15018 H2-Q7 2.427501616 2.25E−09 histocompatibility 2, Q region locus 7 ENSMUSG00000084126 2.423399022 0.0371140 5 ENSMUSG00000038379 22137 Ttk 2.406773559 0.043383408 Ttk protein kinase ENSMUSG00000047037 233280 Nipa1 2.403488755 0.002174787 non imprinted in PraderWilli/ Angelman syndrome 1 homolog (human) ENSMUSG00000079555 231123 Haus3 2.397934247 0.018899557 HAUS augmin-like complex, subunit 3 ENSMUSG00000032643 14201 Fhl3 2.383896278 8.47E−05 four and a half LIM domains 3 ENSMUSG00000007279 56788 Scube2 2.383393027 0.003233893 signal peptide, CUB domain, EGF-like 2 ENSMUSG00000050211 329502 Pla2g4e 2.380299117 0.031152303 phospholipase A2, group IVE ENSMUSG00000044352 237761 Sowaha 2.376872372 0.035303173 sosondowah ankyrin repeat domain family member A ENSMUSG00000029575 77697 Mmab 2.372361443 0.002381472 methylmalonic aciduria (cobalamin deficiency) cblB type homolog (human) ENSMUSG00000042992 67774 Borcs5 2.347522205 0.028869844 BLOC-1 related complex subunit 5 ENSMUSG00000046490 320040 Rnf222 2.342213992 0.035303173 ring finger protein 222 ENSMUSG00000043822 66548 Adamts15 2.336814641 0.030291219 ADAMTS-like 5 ENSMUSG00000043065 212514 Spice1 2.320548192 0.000771599 spindle and centriole associated protein 1 ENSMUSG00000027080 381379 Medi 9 2.319064126 0.010220409 mediator complex subunit 19 ENSMUSG00000000739 57429 Sult5a1 2.309027747 0.00039023 sulfotransferase family 5A, member 1 ENSMUSG00000025270 11656 Alas2 2.308732208 0.042183071 aminolevulinic acid synthase 2, erythroid ENSMUSG00000018750 75580 Zbtb4 2.295989431 1.16E−06 zinc finger and BTB domain containing 4 ENSMUSG00000028051 15168 Hcn3 2.294568531 0.032115868 hyperpolarization-activated, cyclic nucleotide-gated K + 3 ENSMUSG00000072109 2.293832931 0.02129085 ENSMUSG00000028917 69582 Plekhm2 2.284087936 0.000644318 pleckstrin homology domain containing, family M (with RUN domain) member 2 ENSMUSG00000039929 207932 Urb1 2.282114502 0.002777374 URB1 ribosome biogenesis 1 homolog (S. cerevisiae) ENSMUSG00000044715 66787 Gskip 2.278623037 0.003491732 GSK3B interacting protein ENSMUSG00000034685 217219 Fam171a2 2.276958777 0.012659524 family with sequence similarity 171, member A2 ENSMUSG00000045868 74558 Gvin1 2.254871319 8.93E−08 GTPase, very large interferon inducible 1 ENSMUSG00000029725 69871 Ppp1r35 2.247479427 0.046394819 protein phosphatase 1, regulatory subunit 35 ENSMUSG00000090150 102632 Acad11 2.244052997 0.004116488 acyl-Coenzyme A dehydrogenase family, member 11 ENSMUSG00000079429 100040766 Mroh2a 2.231805995 0.000541021 maestro heat-like repeat family member 2A ENSMUSG00000084519 2.226701964 0.00485529 ENSMUSG00000071847 494504 Apcdd1 2.224716424 0.032137325 adenomatosis polyposis coli down-regulated 1 ENSMUSG00000040734 333654 Ppp1r13l 2.222285037 0.03711405 protein phosphatase 1, regulatory (inhibitor) subunit 13 like ENSMUSG00000027985 16842 Lef1 2.203367083 0.006129052 lymphoid enhancer binding factor 1 ENSMUSG00000054708 70615 Ankrd24 2.195435044 0.028156387 ankyrin repeat domain 24 ENSMUSG00000073489 15951 Ifi204 2.174152525 0.000116411 interferon activated gene 204 ENSMUSG00000036390 13197 Gadd45a 2.172733223 0.012398098 growth arrest and DNA- damage-inducible 45 alpha ENSMUSG00000038521 50908 C1s1 2.170138658 0.000254263 complement component 1, s subcomponent 1 ENSMUSG00000001131 21857 Timp1 2.168400295 0.013400189 tissue inhibitor of metalloproteinase 1 ENSMUSG00000026697 17926 Myoc 2.164917077 0.002581374 myocilin ENSMUSG00000025731 68347 Mettl26 2.162205447 0.031462879 methyltransferase like 26 ENSMUSG00000028334 94181 Nans 2.148802359 0.019029873 N-acetylneuraminic acid synthase (sialic acid synthase) ENSMUSG00000060397 243833 Zfp128 2.14350543 0.02403498 zinc finger protein 128 ENSMUSG00000070031 434484 Sp140 2.133227543 0.002220757 Sp140 nuclear body protein ENSMUSG00000006014 96875 Prg4 2.13236769 0.006753139 proteoglycan 4 (megakaryocyte stimulating factor, articula superficial zone protein) ENSMUSG00000002814 21975 Top3a 2.132253772 0.01009259 topoisomerase (DNA) III alpha ENSMUSG00000027894 229706 Slc6a17 2.112435065 0.001191906 solute carrier family 6 (neurotransmitter transporter), member 17 ENSMUSG00000031137 14168 Fgf13 2.103493569 0.038078423 fibroblast growth factor 13 ENSMUSG00000015090 19215 Ptgds 2.093587478 3.50E−08 prostaglandin D2 synthase (brain) ENSMUSG00000020627 208439 Klhl29 2.087458265 0.023987772 kelch-like 29 ENSMUSG00000028524 73094 Sgip1 2.087231422 0.003760126 SH3-domain GRB2-like (endophilin) interacting protein 1 ENSMUSG00000029417 17329 Cxcl9 2.076136316 0.019506204 chemokine (C—X—C motif) ligand 9 ENSMUSG00000021091 20716 Serpina3n 2.062644631 0.003790055 serine (or cysteine) peptidase inhibitor, clade A, member 3N ENSMUSG00000031877 72361 Ces2g 2.057949538 0.047587179 carboxylesterase 2G ENSMUSG00000039457 19041 Ppl 2.042762439 0.02117084 periplakin ENSMU5G00000089652 2.035098885 0.006769413 ENSMUSG00000033327 81877 Tnxb 2.031850859 3.65E−05 tenascin XB ENSMUSG00000053175 12051 Bcl3 2.0226994 0.016098855 B cell leukemia/lymphoma 3 ENSMUSG00000041444 330914 Arhgap32 2.020149575 5.48E−05 Rho GTPase activating protein 32 ENSMUSG00000023452 320951 Pisd 2.018542354 0.025765794 phosphatidylserine decarboxylase ENSMUSG00000036585 14164 Fgf1 2.001564929 0.04760535 fibroblast growth factor 1 ENSMUSG00000052387 226025 Trpm3 1.989643045 0.002390746 transient receptor potential cation channel, subfamily M, member 3 ENSMUSG00000041261 12319 Car8 1.987951552 0.044730163 carbonic anhydrase 8 ENSMUSG00000057421 76130 Las1l 1.982053376 0.007954036 LAS1-like (S. cerevisiae) ENSMUSG00000001786 69754 Fbxo7 1.978091536 0.005869678 F-box protein 7 ENSMUSG00000078921 100039796 Tgtp2 1.976511392 0.000270412 T cell specific GTPase 2 ENSMUSG00000000827 66314 Tpd52l2 1.966634422 7.70E−05 tumor protein D52-like 2 ENSMUSG00000016253 57314 Nelfcd 1.947294657 0.008590011 negative elongation factor complex member C/D, Th1l ENSMUSG00000026979 215632 Psd4 1.941914974 0.02461081 pleckstrin and Sec7 domain containing 4 ENSMUSG00000037321 21354 Tap1 1.935782086 0.013915452 transporter 1, ATP-binding cassette, sub-family B (MDR/TAP) ENSMUSG00000058396 11536 Gpr182 1.908461752 8.54E−05 G protein-coupled receptor 182 ENSMUSG00000035772 118451 Mrps2 1.906898002 0.026898506 mitochondrial ribosomal protein S2 ENSMUSG00000033955 228140 Tnks1bp1 1.899991919 0.003336298 tankyrase 1 binding protein 1 ENSMUSG00000039480 319638 Nt5dc1 1.888912846 0.020526065 5′-nucleotidase domain containing 1 ENSMUSG00000056763 211660 Cspp1 1.883699413 0.001142649 centrosome and spindle pole associated protein 1 ENSMUSG00000056025 12722 Clca3a1 1.871377872 0.042183071 chloride channel accessory 3A1 ENSMUSG00000015747 22365 Vps45 1.852897826 0.03800403 vacuolar protein sorting 45 ENSMUSG00000042208 71675 0610010F05Rik 1.850346244 0.006737029 RIKEN cDNA 0610010F05 gene ENSMUSG00000025477 212111 Inpp5a 1.84464824 0.003233893 inositol polyphosphate-5-phosphatase A ENSMUSG00000038722 231889 Bud31 1.841549376 0.031967862 BUD31 homolog ENSMUSG00000021102 73046 Glrx5 1.836714752 0.036366217 glutaredoxin 5 ENSMUSG00000035168 66860 Tanc1 1.83405303 3.45E−05 tetratricopeptide repeat, ankyrin repeat and coiled-coil containing 1 ENSMUSG00000056185 225861 Snx32 1.821607979 0.030291219 sorting nexin 32 ENSMUSG00000063450 319565 Syne2 1.817720842 8.47E−05 spectrin repeat containing, nuclear envelope 2 ENSMUSG00000046572 100515 Zfp518b 1.809228362 0.001200227 zinc finger protein 518B ENSMUSG00000032288 102462 Imp3 1.800473443 0.0417370 67 IMP3, U3 small nucleolar ribonucleoprotein ENSMUSG00000003452 12121 Bicd1 1.799551323 0.0435616 bicaudal D homolog 1 (Drosophila) ENSMUSG00000079017 76933 Ifi27l2a 1.796579172 0.006769413 interferon, alpha-inducible protein 27 like 2A ENSMUSG00000035305 26563 Rod 1.794001916 0.049743944 receptor tyrosine kinase- like orphan receptor 1 ENSMUSG00000085208 74038 Brip1os 1.792266048 0.00667546 BRCA1 interacting protein C-terminal helicase 1, opposite strand ENSMUSG00000025485 101489 Ric8a 1.790347284 0.013835717 RIC8 guanine nucleotide exchange factor A ENSMUSG00000040724 16490 Kcna2 1.778314408 0.038502278 potassium voltage-gated channel, shaker-related subfamily, member 2 ENSMUSG00000034684 20350 Sema3f 1.776122555 0.011654863 sema domain, immunoglobulin domain (1g), short basic domain, secreted, (semaphorin) 3F ENSMUSG00000034998 14236 Foxn2 1.753448702 0.002777374 forkhead box N2 ENSMUSG00000041479 319508 Syt15 1.73411285 0.047882922 synaptotagmin XV ENSMUSG00000032135 84004 Mcam 1.728606576 0.003495189 melanoma cell adhesion molecule ENSMUSG00000044197 80290 Gpr146 1.724174994 0.000942971 G protein-coupled receptor 146 ENSMUSG00000032841 72446 Prr5l 1.711224294 0.024711215 proline rich 5 like ENSMUSG00000027314 54485 Dll4 1.70770213 0.002077384 delta-like 4 (Drosophila) ENSMUSG00000018830 17880 Myh11 1.697500262 0.000350675 myosin, heavy polypeptide 11, smooth muscle ENSMUSG00000024050 22404 Wiz 1.695945587 0.001978895 widely-interspaced zinc finger motifs ENSMUSG00000040018 226139 Cox15 1.688689238 0.01102743 cytochrome c oxidase assembly protein 15 ENSMUSG00000030748 16190 ll4ra 1.687410003 0.033137405 interleukin 4 receptor, alpha ENSMUSG00000055204 81702 Ankrd17 1.685921916 0.002267251 ankyrin repeat domain 17 ENSMUSG00000059173 18573 Pde1a 1.668593146 0.03711405 phosphodiesterase 1A, calmodulin-dependent ENSMUSG00000026127 27993 Imp4 1.666841904 0.021170517 IMP4, U3 small nucleolar ribonucleoprotein ENSMUSG00000040584 18671 Abcb1a 1.666787226 0.003488379 ATP-binding cassette, sub-familyB (MDR/TAP), member 1A ENSMUSG00000024456 13367 Diaph1 1.661131123 0.01009259 diaphanous related formin 1 ENSMUSG00000020692 217011 Nle1 1.654043688 0.041223379 notchless homolog 1 (Drosophila) ENSMUSG00000026858 108958 Miga2 1.65218635 0.022292941 mitoguardin 2 ENSMUSG00000068452 214593 Duox2 1.6307189668 0.0233356 dual oxidase 2 ENSMUSG00000026580 20344 Selp 1.629698592 0.020374951 selectin, platelet ENSMUSG00000027514 58203 Zbp1 1.624244651 0.01009259 Z-DNA binding protein 1 ENSMUSG00000017652 21939 Cd40 1.61565528 0.030238921 CD40 antigen ENSMUSG00000026822 16819 Lcn2 1.605113432 0.004498683 lipocalin 2 ENSMUSG00000050730 71544 Arhgap42 1.560728869 0.037071292 Rho GTPase activating protein 42 ENSMUSG00000007097 98660 Atp1a2 1.558869471 0.00304113 ATPase, Na+/K+ transporting, alpha 2 polypeptide ENSMUSG00000062169 98417 Cnih4 1.538814097 0.01677015 cornichon family AMPA receptor auxiliary protein 4 ENSMUSG00000031762 17750 Mt2 1.537401745 0.049736581 metallothionein 2 ENSMUSG00000001930 22371 Vwf 1.521976482 0.023375234 Von Willebrand factor ENSMUSG00000074918 1.516768896 0.021036389 ENSMUSG00000061232 14972 H2-K1 1.505239248 0.000168757 histocompatibility 2, K1, K region ENSMUSG00000071454 13528 Dtnb 1.501967372 0.044491551 dystrobrevin, beta ENSMUSG00000028053 192195 Ash1l 1.470859688 0.042760235 ash1 (absent, small, or homeotic)- like (Drosophila) ENSMUSG00000028798 54709 Eif3i 1.46394621 0.022971923 eukaryotic translation initiation factor 3, subunit I ENSMUSG00000047307 93884 Pcdhb13 1.46350674 0.049014464 protocadherin beta 13 ENSMUSG00000059810 50780 Rgs3 1.461143277 0.004684154 regulator of G-protein signaling 3 ENSMUSG00000003721 72999 Insig2 1.442890832 0.035303173 insulin induced gene 2 ENSMUSG00000022895 23872 Ets2 1.442438767 0.003189169 E26 avian leukemia oncogene 2, 3′ domain ENSMUSG00000028842 214150 Ago3 1.440633706 0.00210609 argonaute RISC catalytic subunit 3 ENSMUSG00000055799 21415 Tcf7l1 1.439225512 0.028097649 transcription factor 7 like 1 (T cell specific, HMG box) ENSMUSG00000078922 21822 Tgtp1 1.405295578 0.014412709 T cell specific GTPase 1 ENSMUSG00000016831 268741 Tox4 1.405015776 0.013281208 TOX high mobility group box family member 4 ENSMUSG00000035621 59090 Midn 1.389796916 0.002814653 midnolin ENSMUSG00000024858 110355 Grk2 1.38234043 0.038238511 G protein-coupled receptor kinase 2 ENSMUSG00000050947 229715 Amigo1 1.381643431 0.041085114 adhesion molecule with 1 g like domain 1 ENSMUSG00000046718 69550 Bst2 1.37207375 0.046394819 bone marrow stromal cell antigen 2 ENSMUSG00000000131 74204 Xpo6 1.358701027 0.012117678 exportin 6 ENSMUSG00000029135 14284 FosI2 1.35388523 0.015309486 fos-like antigen 2 ENSMUSG00000042216 52850 Sgsm1 1.345529107 0.024711215 small G protein signaling modulator 1 ENSMUSG00000044534 59289 Ackr2 1.336338475 0.009980113 atypical chemokine receptor 2 ENSMUSG00000030249 20928 Abcc9 1.332047653 0.035043172 ATP-binding cassette, sub-family C (CFTR/MRP), member 9 ENSMUSG00000063894 93681 Zkscan8 1.277934894 0.023987772 zinc finger with KRAB and SCAN domains 8 ENSMUSG00000031985 14712 Gnpat 1.222732654 0.036795604 glyceronephosphate O-acyltransferase ENSMUSG00000096596 100041504 LOC100041504 1.212781603 0.011737601 C—C motif chemokine 21c ENSMUSG00000095675 100041504 LOC100041504 1.212609342 0.011737601 C—C motif chemokine 21c ENSMUSG00000028967 74155 Errfi1 1.200291875 0.015150322 ERBB receptor feedback inhibitor 1 ENSMUSG00000025743 20970 Sdc3 1.176560076 0.024953151 syndecan 3 ENSMUSG00000040451 208449 Sgms1 1.175254208 0.03482516 sphingomyelin synthase 1 ENSMUSG00000017309 52685 Cd300Ig 1.137986655 0.048686916 CD300 molecule like family member G ENSMUSG00000078606 100042856 Gm4070 1.130512744 0.036395378 predicted gene 4070 ENSMUSG00000043079 104027 Synpo 1.118803716 0.025765794 synaptopodin ENSMUSG00000027074 58207 Slc43a3 1.090650861 0.041085114 solute carrier family 43, member 3 ENSMUSG00000056342 17847 Usp34 1.079876168 0.028560255 ubiquitin specific peptidase 34 ENSMUSG00000094065 65956 CcI21c 1.021167342 0.018775811 chemokine (C—C motif) ligand 21C (leucine) ENSMUSG00000073411 14964 H2-D1 1.018019345 0.028794346 histocompatibility 2, D region locus 1 ENSMUSG00000006932 12387 Ctnnb1 0.997220145 0.048401129 catenin (cadherin associated protein), beta 1 ENSMUSG00000060802 12010 B2m 0.968857275 0.029729159 beta-2 microglobulin ENSMUSG00000006369 14114 Fbln1 −1.041880271 0.048401129 fibulin 1 ENSMUSG00000039671 228880 Zmynd8 −1.083159129 0.048452293 zinc finger, MYND-type containing 8 ENSMUSG00000036545 216725 Adamts2 −1.090588338 0.038936858 a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 2 ENSMUSG00000024621 12978 Csf1r −1.144219264 0.030436419 colony stimulating factor 1 receptor ENSMUSG00000004455 19047 Ppp1cc −1.169646842 0.023987772 protein phosphatase 1, catalytic subunit, gamma isoform ENSMUSG00000026043 12825 Col3a1 −1.173313854 0.016921368 collagen, type III, alpha 1 ENSMUSG00000028581 16792 Laptm5 −1.177869768 0.0182842 lysosomal-associated protein transmembrane 5 ENSMUSG00000057230 269774 Aak1 −1.178382075 0.016690277 AP2 associated kinase 1 ENSMUSG00000018547 108083 Pip4k2b −1.195951347 0.041187168 phosphatidylinositol-5-phosphate 4-kinase, type II, beta ENSMUSG00000018474 216848 Chd3 −1.279740637 0.03482516 chromodomain helicase DNA binding protein 3 ENSMUSG00000029581 14086 Fscn1 −1.301658925 0.024853918 fascin actin-bundling protein 1 ENSMUSG00000031012 12361 Cask −1.309575303 0.025567508 calcium/calmodulin-dependent serine protein kinase (MAGUK family) ENSMUSG00000039157 98952 Fam102a −1.326243917 0.045572341 family with sequence similarity 102, member A ENSMUSG00000023886 64074 Smoc2 −1.333467811 0.043125662 SPARC related modular calcium binding 2 ENSMUSG00000019899 16773 Lama2 −1.342782616 0.040361129 laminin, alpha 2 ENSMUSG00000020376 59044 Rnf130 −1.344586527 0.044855022 ring finger protein 130 ENSMUSG00000039084 12643 Chad −1.347545601 0.028063271 chondroadherin ENSMUSG00000029661 12843 Col1a2 −1.368139152 0.000446886 collagen, type I, alpha 2 ENSMUSG00000031665 58198 Sall1 −1.372713992 0.022729262 sal-like 1 (Drosophila) ENSMUSG00000026812 64930 Tsc1 −1.376875803 0.042183071 tuberous sclerosis 1 ENSMUSG00000093445 231798 Lrch4 −1.377821971 0.017429926 leucine-rich repeats and calponin homology (CH) domain containing 4 ENSMUSG00000027447 13010 Cst3 −1.390546093 0.000644318 cystatin C ENSMUSG00000001506 12842 Col1a1 −1.402205715 0.000725992 collagen, type I, alpha 1 ENSMUSG00000047146 52463 Tet1 −1.408731868 0.03711405 tet methylcytosine dioxygenase 1 ENSMUSG00000055254 18212 Ntrk2 −1.428507136 0.015414939 neurotrophic tyrosine kinase, receptor, type 2 ENSMUSG00000021112 56217 Mpp5 −1.431303682 0.048931536 membrane protein, palmitoylated 5 (MAGUK p55 subfamily member 5) ENSMUSG00000022148 23880 Fyb −1.431910062 0.030923641 FYN binding protein ENSMUSG00000015937 26914 H2afy −1.431993476 0.04547582 H2A histone family, member Y ENSMUSG00000052949 217340 Rnf157 −1.436500959 0.04400689 ring finger protein 157 ENSMUSG00000056427 20564 S1it3 −1.43767449 0.03237643 slit homolog 3 (Drosophila) ENSMUSG00000014361 17289 Mertk −1.439404531 0.017429926 c-mer proto-oncogene tyrosine kinase ENSMUSG00000002265 18616 Peg3 −1.444026769 0.003072021 paternally expressed 3 ENSMUSG00000043384 67298 Gprasp1 −1.448791307 0.025203574 G protein-coupled receptor associated sorting protein 1 ENSMUSG00000030560 13032 Ctsc −1.451378311 0.038882932 cathepsin C ENSMUSG00000027848 99543 Olfml3 −1.455264246 0.001804859 olfactomedin-like 3 ENSMUSG00000024370 52563 Cdc23 −1.458420627 0.04811549 CDC23 cell division cycle 23 ENSMUSG00000032712 67246 2810474019Rik −1.464730775 0.041085114 RIKEN cDNA 2810474019 gene ENSMUSG00000024052 64898 Lpin2 −1.472360088 0.013915452 lipin 2 ENSMUSG00000051786 328580 Tubgcp6 −1.472883578 0.047882922 tubulin, gamma complex associated protein 6 ENSMUSG00000054675 231633 Tmem119 −1.479950513 0.003488379 transmembrane protein 119 ENSMUSG00000052336 13051 Cx3cr1 −1.48606313 0.002801478 chemokine (C—X3—C motif) receptor 1 ENSMUSG00000024076 74199 Vit −1.492682933 0.033567625 vitrin ENSMUSG00000079227 12774 Ccr5 −1.496543979 0.024711215 chemokine (C—C motif) receptor 5 ENSMUSG00000034024 12461 Cct2 −1.504302169 0.014364535 chaperonin containing Tcp1, subunit 2 (beta) ENSMUSG00000026042 12832 Col5a2 −1.515019098 0.016316844 collagen, type V, alpha 2 ENSMUSG00000036896 12262 C1qc −1.524013024 0.009398548 complement component 1, q subcomponent, C chain ENSMUSG00000007613 21812 Tgfbr1 −1.532018773 0.001464683 transforming growth factor, beta receptor I ENSMUSG00000021555 78689 Naa35 −1.55419992 0.030397423 N(alpha)-acetyltransferase 35, NatC auxiliary subunit ENSMUSG00000031613 15446 Hpgd −1.563134722 0.020947172 hydroxyprostaglandinde- hydrogenase 15 (NAD) ENSMUSG00000027875 15360 Hmgcs2 −1.563139701 0.013232369 3-hydroxy-3-methylglutaryl- Coenzyme A synthase 2 ENSMUSG00000028532 320508 Cachd1 −1.566660667 0.028156387 cache domain containing 1 ENSMUSG00000040943 214133 Tet2 −1.567655701 0.023649273 tet methylcytosine dioxygenase 2 ENSMUSG00000040325 321006 Vprbp −1.568814403 0.04188261 Vpr (HIV-1) binding protein ENSMUSG00000020354 24052 Sgcd −1.570610665 0.039051789 sarcoglycan, delta (dystrophin- associated glycoprotein) ENSMUSG00000028289 13841 Epha7 −1.577582935 0.025765794 Eph receptor A7 ENSMUSG00000036905 12260 C1qb −1.588624246 0.00199156 complement component 1, q subcomponent, beta polypeptide ENSMUSG00000044627 72931 Swi5 −1.591498694 0.030826405 SWI5 recombination repair homolog (yeast) ENSMUSG00000023243 16529 Kcnk5 −1.594670999 0.02549443 potassium channel, subfamily K, member 5 ENSMUSG00000026029 12370 Casp8 −1.59698672 0.034825631 caspase 8 ENSMUSG00000021665 15212 Hexb −1.60505426 8.69E−05 hexosaminidase B ENSMUSG00000026944 11305 Abca2 −1.618079797 0.03150425 ATP-binding cassette, sub-family A (ABC1), member 2 ENSMUSG00000030643 75985 Rab30 −1.618332572 0.021170517 RAB30, member RAS oncogene family ENSMUSG00000031740 17390 Mmp2 −1.627263598 0.006227627 matrix metallopeptidase 2 ENSMUSG00000005982 74763 Naa60 −1.632057188 0.009866751 N(alpha)-acetyltransferase 60, NatF catalytic subunit ENSMUSG00000032827 243725 Ppp1r9a −1.634855475 0.02400856 protein phosphatase 1, regulatory (inhibitor) subunit 9A ENSMUSG00000038738 243961 Shank1 −1.643386198 0.025523818 SH3/ankyrin domain gene 1 ENSMUSG00000037791 268448 Phf12 −1.652555819 0.025567508 PHD finger protein 12 ENSMUSG00000034211 66258 Mrps17 −1.673731573 0.025765794 mitochondrial ribosomal protein S17 ENSMUSG00000030246 16832 Ldhb −1.67848711 0.049323979 lactate dehydrogenase B ENSMUSG00000032913 269473 Lrig2 −1.68014098 0.04330508 leucine-rich repeats and immunoglobulin-like domains 2 ENSMUSG00000042699 13211 Dhx9 −1.685790919 0.020174985 DEAH (Asp-Glu-Ala-His) box polypeptide 9 ENSMUSG00000026360 19735 Rgs2 −1.688718788 0.009418413 regulator of G-protein signaling 2 ENSMUSG00000022106 105670 Rcbtb2 −1.690844747 0.01102743 regulator of chromosome condensation (RCC1) and BTB (POZ) domain containing protein 2 ENSMUSG00000025409 110962 Mbd6 −1.702382582 0.00951497 methyl-CpG binding domainprotein 6 ENSMUSG00000000552 29813 Zfp385a −1.711402809 0.042254159 zinc finger protein 385A ENSMUSG00000046805 17476 Mpeg1 −1.712123845 0.000537482 macrophage expressed gene 1 ENSMUSG00000027253 228357 Lrp4 −1.713461508 0.008590011 low density lipoprotein receptor- related protein 4 ENSMUSG00000075232 11702 Amd1 −1.716535194 0.030291219 5-adenosylmethionine decarboxylase 1 ENSMUSG00000034910 72135 Pygo1 −1.728292729 0.049308217 pygopus 1 ENSMUSG00000073079 24067 Srp54a −1.738548426 0.047882922 signal recognition particle 54A ENSMUSG00000051504 233274 Siglech −1.741566146 0.002777374 sialic acid binding Ig-like lectin H ENSMUSG00000034300 66306 Fam53c −1.754100298 0.005612744 family with sequence similarity 53, member C ENSMUSG00000079469 55981 Pigb −1.761282012 0.017688708 phosphatidylinositol glycan anchor biosynthesis, class B ENSMUSG00000004105 26360 Angptl2 −1.766708124 0.035303173 angiopoietin-like 2 ENSMUSG00000032265 212943 Fam46a −1.772824144 0.022971923 family with sequence similarity 46, member A ENSMUSG00000028859 12986 Csf3r −1.783808017 0.00534762 colony stimulating factor 3 receptor (granulocyte) ENSMUSG00000074342 433638 1830077J02Rik −1.78647453 0.044855022 RIKEN cDNA 1830077J02 gene ENSMU5G00000096862 −1.790005872 0.023474918 ENSMUSG00000023830 16004 Igf2r −1.791235599 0.008911947 insulin-like growth factor 2 receptor ENSMUSG00000032123 13478 Dpagt1 −1.810513322 0.022978122 dolichyl-phosphate (UDP-N-acetylglucosamine) acetyl- glucosaminephosphotransferase 1 (GlcNAc-1-P transferase) ENSMUSG00000070972 72429 Dnajc25 −1.811954778 0.017327218 DnaJ heat shock protein family (Hsp40) member C25 ENSMUSG00000015852 80891 Fcrls −1.815721876 0.000942971 Fc receptor-like S, scavenger receptor ENSMUSG00000030980 66356 Knop1 −1.819709781 0.007649607 lysine rich nucleolar protein 1 ENSMUSG00000078851 319162 Hist3h2a −1.833274061 0.02240704 histone cluster 3, H2a ENSMUSG00000090626 21778 Tex9 −1.834577019 0.011690954 testis expressed gene 9 ENSMUSG00000022604 74201 Cep97 −1.841812572 0.041737067 centrosomal protein 97 ENSMUSG00000020253 67905 Ppm1m −1.854090439 0.042899028 protein phosphatase 1M ENSMUSG00000025381 56530 Cnpy2 −1.854895762 0.01426592 canopy FGF signaling regulator 2 ENSMUSG00000034126 217734 Pomt2 −1.855029855 0.016690277 protein-O-mannosyltransferase 2 ENSMUSG00000035133 11855 Arhgap5 −1.861315541 0.000891017 Rho GTPase activating protein 5 ENSMUSG00000039656 20182 Rxrb −1.862021963 0.021036389 retinoid X receptor beta ENSMUSG00000059498 14131 Fcgr3 −1.873391074 0.005549156 Fc receptor, IgG, low affinity III ENSMUSG00000018068 70422 Ints2 −1.873479502 0.002434212 integrator complex subunit 2 ENSMUSG00000024665 56473 Fads2 −1.876530099 0.026152588 fatty acid desaturase 2 ENSMUSG00000022032 71145 Scara5 −1.876584029 0.009866751 scavenger receptor class A, member 5 ENSMUSG00000094936 19653 Rbm4 −1.89316009 0.006836501 RNA binding motif protein 4 ENSMUSG00000003644 20111 Rps6ka1 −1.897290612 0.035869359 ribosomal protein S6 kinase polypeptide 1 ENSMUSG00000020818 69900 Mfsd11 −1.898366956 0.034014284 major facilitator superfamily domain containing 11 ENSMUSG00000003464 19298 Pex19 −1.904838599 0.014916778 peroxisomal biogenesis factor 19 ENSMUSG00000026288 16331 Inpp5d −1.905526687 0.000452959 inositol polyphosphate- 5-phosphatase D ENSMUSG00000020903 55943 Stx8 −1.910202638 0.003488379 syntaxin 8 ENSMUSG00000051323 279653 Pcdh19 −1.911436198 0.04809685 protocadherin 19 ENSMUSG00000031561 23965 Tenm3 −1.922788934 0.001172773 teneurin transmembrane protein 3 ENSMUSG00000031398 18846 Plxna3 −1.925388576 0.049743944 plexin A3 ENSMUSG00000027508 94212 Pag1 −1.928682087 0.0009273 phosphoprotein associated with glycosphingolipid microdomains 1 ENSMUSG00000040229 23890 Gpr34 −1.933504447 0.020461846 G protein-coupled receptor 34 ENSMUSG00000029638 170772 Glcci1 −1.937285992 0.033303016 glucocorticoid induced transcript 1 ENSMUSG00000031834 18709 Pik3r2 −1.940223162 0.022212831 phosphatidylinositol 3-kinase, regulatory subunit, polypeptide 2 (p85 beta) ENSMUSG00000020032 77976 Nuak1 −1.950491465 0.013066229 NUAK family, SNF1-like kinase, 1 ENSMUSG00000043671 233115 Dpy19l3 −1.956180605 0.00280331 dpy-19-1ike 3 (C. elegans) ENSMUSG00000051506 545030 Wdfy4 −1.964063626 0.035303173 WD repeat and FYVE domaincontaining 4 ENSMUSG00000022793 56375 B4galt4 −1.964572155 0.044111702 UDP-Gal:betaGIcNAc beta 1,4-galactosyltransferase, polypeptide 4 ENSMUSG00000059921 22253 Unc5c −1.968445008 0.039316692 unc-5 netrin receptor C ENSMUSG00000048163 20345 Selplg −1.971682587 0.00015142 selectin, platelet (p-selectin) ligand ENSMUSG00000036206 98402 Sh3bp4 −1.97308679 0.049323979 SH3-domain binding protein 4 ENSMUSG00000031930 66894 Wwp2 −1.984857274 0.031075407 WW domain containing E3 ubiquitin protein ligase 2 ENSMUSG00000049764 64453 Zfp280b −1.988499853 0.047587179 zinc finger protein 280B ENSMUSG00000032340 18007 Neo1 −1.999586031 0.000157394 neogenin ENSMUSG00000033065 18642 Pfkm −2.001503866 0.047587179 phosphofructokinase, muscle ENSMUSG00000042496 382066 Prdm10 −2.004047624 0.03881884 PR domain containing 10 ENSMUSG00000032089 16154 ll10ra −2.004541519 0.023655468 interleukin 10 receptor, alpha ENSMUSG00000028683 108067 Eif2b3 −2.006295529 0.049378232 eukaryotic translation initiation factor 2B, subunit 3 ENSMUSG00000036596 242939 Cpz −2.006429682 0.000172533 carboxypeptidase Z ENSMUSG00000030844 67865 Rgs10 −2.007355139 0.010244243 regulator of G-protein signalling 10 ENSMUSG00000038463 320078 Olfml2b −2.008264699 0.005925803 olfactomedin-like 2B ENSMUSG00000044950 70802 Pwwp2a −2.008559886 0.003847158 PWWP domain containing 2A ENSMUSG00000021763 408066 BC067074 −2.00999696 0.027487655 cDNA sequence BC067074 ENSMUSG00000047875 269604 Gpr157 −2.010305195 0.036186814 G protein-coupled receptor 157 ENSMUSG00000030124 16768 Lag3 −2.015889678 0.016690277 lymphocyte-activation gene 3 ENSMUSG00000000290 16414 Itgb2 −2.016567354 0.005624239 integrin beta 2 ENSMUSG00000027122 212772 Arl14ep −2.021084139 0.000499676 ADP-ribosylation factor-like 14 effector protein ENSMUSG00000021457 20963 Syk −2.028998252 0.01009259 spleen tyrosine kinase ENSMUSG00000035735 269060 Dagla −2.029630592 0.020652488 diacylglycerol lipase, alpha ENSMUSG00000039795 66361 Zfand1 −2.030349124 0.017486032 zinc finger, AN1-type domain 1 ENSMUSG00000050288 57265 Fzd2 −2.03046892 0.002742877 frizzled class receptor 2 ENSMUSG00000020778 69535 Ten1 −2.031095782 0.030884553 TEN1 telomerase capping complex subunit ENSMUSG00000033068 12497 Entpd6 −2.034379642 0.03711405 ectonucleoside triphosphatedi- phosphohydrolase 6 ENSMUSG00000038765 16917 Lmx1b −2.045617421 0.008294045 LIM homeobox transcription factor 1 beta ENSMUSG00000025200 72502 Cwf19l1 −2.056672763 0.008911947 CWF19-like 1, cell cycle control (S. pombe) ENSMUSG00000031802 18689 Phxr4 −2.058006889 0.028560255 per-hexamer repeat gene 4 ENSMUSG00000060538 68742 Tmem219 −2.058892805 0.022729262 transmembrane protein 219 ENSMUSG00000020399 171285 Havcr2 −2.067686767 0.008911947 hepatitis A virus cellular receptor 2 ENSMUSG00000055541 52855 Lain 1 −2.077392632 0.000123796 leukocyte-associated Ig-like receptor 1 ENSMUSG00000039263 228961 Npepl1 −2.078933088 0.004224924 aminopeptidase-like 1 ENSMUSG00000043061 211986 Tmem18 −2.08352673 0.016780537 transmembrane protein 18 ENSMUSG00000021624 17079 Cd180 −2.083547442 0.0005542 CD180 antigen ENSMUSG00000027996 20319 Sfrp2 −2.084051048 0.00485529 secreted frizzled-related protein 2 ENSMUSG00000025504 98845 Eps8l2 −2.084440214 0.034368655 EPS8-like 2 ENSMUSG00000029919 54486 Hpgds −2.085582617 0.006007451 hematopoietic prostaglandin D synthase ENSMUSG00000051185 67698 Fam174a −2.087420016 0.025765794 family with sequence similarity 174, member A ENSMUSG00000002981 56457 Clptm1 −2.088037345 0.022729262 cleft lip and palate associated transmembrane protein 1 ENSMUSG00000021948 18753 Prkcd −2.090858808 0.000197987 protein kinase C, delta ENSMUSG00000035941 108837 lbtk −2.091182119 0.009621049 inhibitor of Bruton agammaglobulinemia tyrosine kinase ENSMUSG00000020697 16882 Lig3 −2.094358079 0.01395923 ligase III, DNA, ATP-dependent ENSMUSG00000032563 94062 Mrpl3 −2.098820248 0.0182842 mitochondrial ribosomal protein L3 ENSMUSG00000038831 241308 Ralgps1 −2.102872225 0.005280074 Ral GEF with PH domain and SH3 binding motif 1 ENSMUSG00000040537 11496 Adam22 −2.106864383 0.000233013 a disintegrin and metallopeptidase domain 22 ENSMUSG00000031711 30932 Zfp330 −2.112343724 0.035043172 zinc finger protein 330 ENSMUSG00000086580 −2.120905757 0.018998499 ENSMUSG00000040054 116848 Baz2a −2.127565573 0.005144821 bromodomain adjacent to zinc finger domain, 2A ENSMUSG00000074238 211556 Ap1ar −2.138307179 0.006007451 adaptor-related protein complex 1 associated regulatory protein ENSMUSG00000078771 14017 Evi2a −2.138493987 0.005938634 ecotropic viral integration site 2a ENSMUSG00000040270 12014 Bach2 −2.143543199 0.002326924 BTB and CNC homology, basic leucine zipper transcription factor 2 ENSMUSG00000024644 66054 Cndp2 −2.146962012 0.016316844 CNDP dipeptidase 2 (metallopeptidase M20 family) ENSMUSG00000002266 22776 Zim1 −2.149551289 0.014437696 zinc finger, imprinted 1 ENSMUSG00000052974 13107 Cyp2f2 −2.168439072 0.010407269 cytochrome P450, family 2, subfamily f, polypeptide 2 ENSMUSG00000038331 212712 Satb2 −2.169140996 0.04380304 special AT-rich sequence binding protein 2 ENSMUSG00000083929 −2.169821448 0.026719909 ENSMUSG00000016262 214791 Sertad4 −2.169858119 0.000309232 SERTA domain containing 4 ENSMUSG00000020120 56193 Plek −2.171422761 0.000537482 pleckstrin ENSMUSG00000038843 14537 Gcnt1 −2.173899045 0.004919583 glucosaminyl (N-acetyl) transferase 1, core 2 ENSMUSG00000039230 108903 Tbcd −2.176235998 0.00199156 tubulin-specific chaperone d ENSMUSG00000016356 73368 Col20a1 −2.178839725 0.044347476 collagen, type XX, alpha 1 ENSMUSG00000063663 382236 Brwd3 −2.198859581 0.0005542 bromodomain and WD repeat domain containing 3 ENSMUSG00000039908 268512 Slc26a11 −2.201837888 0.014401825 solute carrier family 26, member 11 ENSMUSG00000021276 67236 Cinp −2.202809578 0.047018179 cyclin-dependent kinase 2 interacting protein ENSMUSG00000039952 13138 Dag1 −2.211515325 0.016690277 clystroglycan 1 ENSMUSG00000030068 −2.217378911 0.004272092 ENSMUSG00000058886 54006 Deaf1 −2.21994983 0.023003036 deformed epidermal autoregulatory factor 1 (Drosophila) ENSMUSG00000056091 20454 St3gal5 −2.228912313 0.000268156 5T3 beta-galactoside alpha-2,3- sialyltransferase 5 ENSMUSG00000074785 54712 Plxnc1 −2.231832701 0.005214992 plexin C1 ENSMUSG00000040586 237222 Ofd1 −2.242058859 0.026370037 oral-facial-digital syndrome 1 gene homolog (human) ENSMUSG00000029916 69923 Agk −2.258496573 0.018907621 acylglycerol kinase ENSMUSG00000083844 76508 Ube2d-ps −2.259738548 0.017744481 ubiquitin-conjugating enzyme E2D, pseudogene ENSMUSG00000027750 50706 Postn −2.26990927 0.000317875 periostin, osteoblast specific factor ENSMUSG00000070390 637515 Nlrp1b −2.277872062 0.040833024 NLR family, pyrin domain containing 1B ENSMUSG00000075596 320616 B130006D01Rik −2.28032127 0.046747394 RIKEN cDNA B130006D01 gene ENSMUSG00000021508 57266 Cxcl14 −2.280650794 0.006763469 chemokine (C-X-C motif) ligand 14 ENSMUSG00000070808 243842 Gltscr1 −2.281205777 0.005593356 glioma tumor suppressor candidate region gene 1 ENSMUSG00000045322 81897 TIr9 −2.281690152 0.023474918 toll-like receptor 9 ENSMUSG00000021614 13003 Vcan −2.288481278 0.005909356 versican ENSMUSG00000036264 320027 FstI4 −2.294855677 0.02372969 follistatin-like 4 ENSMUSG00000064294 71724 Aox3 −2.30155455 0.013915452 aldehyde oxidase 3 ENSMUSG00000038542 234069 Pcid2 −2.30408954 0.00309328 PCI domain containing 2 ENSMUSG00000023055 67488 Calcoco1 −2.307476169 0.000350675 calcium binding and coiled coil domain 1 ENSMUSG00000029199 79464 Lias −2.314430842 0.006049785 lipoic acid synthetase ENSMUSG00000057716 434008 Tmem178b −2.326293883 0.012530599 transmembrane protein 178B ENSMUSG00000059273 330474 Zc3h4 −2.33535063 0.035251873 zinc finger CCCH-type containing 4 ENSMUSG00000019467 52666 Arhgef25 −2.339699796 0.004600139 Rho guanine nucleotide exchange factor (GEF) 25 ENSMUSG00000012076 52592 Brms1l −2.345920786 0.007530725 breast cancer metastasis- suppressor 1-like ENSMUSG00000008496 18987 Pou2f2 −2.352769909 0.000383257 POU domain, class 2, transcription factor 2 ENSMUSG00000074129 22121 Rpl13a −2.352886739 0.002220757 ribosomal protein L13A ENSMUSG00000040820 110948 Hlcs −2.355241347 0.02837 holocarboxylase synthetase (biotin- [propriony-Coenzyme A-carboxylase (ATP-hydrolysing)]ligase) ENSMUSG00000097451 −2.360785857 0.005018882 ENSMUSG00000043635 330119 Adamts3 −2.362426564 0.022319423 a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 3 ENSMUSG00000035062 245522 Zc4h2 −2.368462709 0.043894257 zinc finger, C4H2 domain containing ENSMUSG00000038095 243272 Sbno1 −2.36866356 2.62E−05 strawberry notch homolog 1 (Drosophila) ENSMUSG00000075600 223642 Zc3h3 −2.370529567 0.017626057 zinc finger CCCH type containing 3 ENSMUSG00000002963 59047 Pnkp −2.372943978 0.024711215 polynucleotide kinase 3′-phosphatase ENSMUSG00000022180 50934 Slc7a8 −2.37601576 3.49E−06 solute carrier family 7 (cationicamino acid transporter, y + system), member 8 ENSMUSG00000031984 66523 2810004N23Rik −2.376799169 0.014412709 RI KEN cDNA 2810004N23 gene ENSMUSG00000004266 15170 Ptpn6 −2.377465949 0.011790134 protein tyrosine phosphatase, non-receptor type 6 ENSMUSG00000019883 52665 Echdc1 −2.377622304 0.016316844 enoyl Coenzyme A hydratase domain containing 1 ENSMUSG00000046791 71952 2410016006Rik −2.381679602 0.041737067 RI KEN cDNA 2410016006 gene ENSMUSG00000054252 14184 Fgfr3 −2.398538632 0.02895847 fibroblast growth factor receptor 3 ENSMUSG00000032965 73916 Ift57 −2.399652982 0.006007451 intraflagellar transport 57 ENSMUSG00000032528 228770 Rspo4 −2.399831122 0.045572341 R-spondin 4 ENSMUSG00000043795 677289 Prr33 −2.402401705 0.030173615 proline rich 33 ENSMUSG00000098112 668218 Bin2 −2.402649652 3.65E−05 bridging integrator 2 ENSMUSG00000031835 56453 Mbtps1 −2.407340058 0.00049455 membrane-bound transcription factor peptidase, site 1 ENSMUSG00000026837 12831 Col5a1 −2.409723722 0.000240115 collagen, type V, alpha 1 ENSMUSG00000023903 240047 Mmp25 −2.41083204 0.030291219 matrix metallopeptidase 25 ENSMUSG00000039828 545085 Wdr70 −2.411708751 0.000480315 WD repeat domain 70 ENSMUSG00000034509 66591 Mad2l1bp −2.417654671 0.041419561 MAD2L1 binding protein ENSMUSG00000026786 54519 Apbb1ip −2.424919895 0.000165104 amyloid beta (A4) precursor protein- binding, family B, member 1 interacting protein ENSMUSG00000020739 445007 Nup85 −2.42559156 0.003909466 nucleoporin 85 ENSMUSG00000028132 99887 Tmem56 −2.426389108 0.028465813 transmembrane protein 56 ENSMUSG00000043183 319719 Simc1 −2.430482906 0.00356383 SUMO-interacting motifs containing 1 ENSMUSG00000007682 13371 Dio2 −2.431012781 1.03E−06 deiodinase, iodothyronine, type 11 ENSMUSG00000001942 22619 Siae −2.437088207 0.024711215 sialic acid acetylesterase ENSMUSG00000039361 233489 Picalm −2.439839334 0.000794716 phosphatidylinositol binding clathrin assembly protein ENSMUSG00000040722 56807 Scamp5 −2.443518907 0.000512883 secretory carrier membrane protein 5 ENSMUSG00000060487 320825 Samd5 −2.443867874 0.005439383 sterile alpha motif domain containing 5 ENSMUSG00000038650 107702 Rnh1 −2.445998792 0.03711405 ribonuclease/angiogenin inhibitor 1 ENSMUSG00000061186 353282 Sfmbt2 −2.448674959 0.014401825 Scm-like with four mbt domains 2 ENSMUSG00000036564 234593 Ndrg4 −2.457034227 0.03800403 N-myc downstream regulated gene 4 ENSMUSG00000030263 16970 Lrmp −2.459927073 0.02344368 lymphoid-restricted membrane protein ENSMUSG00000029144 −2.462204572 0.01789856 ENSMUSG00000035237 16816 Lcat −2.462715337 0.011985234 lecithin cholesterol acyltransferase ENSMUSG00000040797 243621 Iqsec3 −2.466771124 0.013066229 IQ motif and Sec7 domain 3 ENSMUSG00000031075 101772 Ano1 −2.47388378 0.024853918 anoctamin 1, calcium activated chloride channel ENSMUSG00000033222 74044 Ttf2 −2.474336506 0.013281208 transcription termination factor, RNA polymerase II ENSMUSG00000025854 80752 Fam20c −2.479183461 0.018899557 family with sequence similarity 20, member C ENSMUSG00000044006 68709 Cilp2 −2.480350278 0.00389975 cartilage intermediate layer protein 2 ENSMUSG00000002870 17216 Mcm2 −2.482728715 0.027727126 minichromosome maintenance complex component 2 ENSMUSG00000031903 192654 Pla2g15 −2.486596125 0.000254263 phospholipase A2, group XV ENSMUSG00000039936 18707 Pik3cd −2.490066458 0.0020773 84 phosphatidylinositol 3-kinasecatalytic delta polypeptide ENSMUSG00000022211 268747 Carmil3 −2.496523899 0.035303173 capping protein regulator and myosin 1 linker 3 ENSMUSG00000032131 192663 Abcg4 −2.505417011 0.012398098 ATP-binding cassette, sub-family G (WHITE), member 4 ENSMUSG00000041707 69069 1810011H11Rik −2.513701498 0.034014284 RIKEN cDNA 1810011H11 gene ENSMUSG00000037730 80732 Mynn −2.518386243 0.01206718 myoneurin ENSMUSG00000037020 233064 Wdr62 −2.531879464 0.007347559 WD repeat domain 62 ENSMUSG00000058486 101240 Wdr91 −2.534646367 0.009980113 WD repeat domain 91 ENSMUSG00000024565 20689 Sall3 −2.548946046 0.0169613 sal-like 3 (Drosophila) ENSMUSG00000010461 14051 Eya4 −2.550018067 0.0158917684 EYA transcriptional coactivator and phosphatase 4 ENSMUSG00000000982 20302 Ccl3 −2.555213555 0.000233013 chemokine (C—C motif) ligand 3 ENSMUSG00000025486 64384 Sirt3 −2.560980412 0.02240704 sirtuin 3 ENSMUSG00000032122 56857 Slc37a2 −2.579890403 0.003146962 solute carrier family 37 (glycerol-3- phosphate transporter), member 2 ENSMUSG00000028629 73172 Exo5 −2.590515599 0.02344368 exonuclease 5 ENSMUSG00000041939 17855 Mvk −2.591010854 0.023987772 mevalonate kinase ENSMUSG00000037490 353169 Slc2a12 −2.596937475 0.020897851 solute carrier family 2 (facilitated glucose transporter), member 12 ENSMUSG00000036334 242050 Igsf10 −2.606747355 0.01677015 immunoglobulin superfamily, member 10 ENSMUSG00000036353 70839 P2ry12 −2.612023574 1.01E−05 purinergic receptor P2Y, G-protein coupled 12 ENSMUSG00000023992 83433 Trem2 −2.612399107 3.29E−05 triggering receptor expressed on myeloid cells 2 ENSMUSG00000033594 78779 Spata2l −2.618965331 0.00389975 spermatogenesis associated 2-like ENSMUSG00000093752 13480 Dpm1 −2.62740322 2.36E−05 dolichol-phosphate (beta-D) mannosyltransferase 1 ENSMUSG00000036362 74191 P2ry13 −2.629837998 4.64E−07 purinergic receptor P2Y, G-protein coupled 13 ENSMUSG00000001497 18511 Pax9 −2.630082191 0.022319423 paired box 9 ENSMUSG00000031264 12229 Btk −2.632253689 0.020374951 Bruton agammaglobulinemia tyrosine kinase ENSMUSG00000019539 52377 Rcn3 −2.633686781 0.000309232 reticulocalbin 3, EF-hand calcium binding domain ENSMUSG00000074505 270120 Fat3 −2.635138479 0.000479909 FAT atypical cadherin 3 ENSMU5G00000083405 −2.636895888 0.000537482 ENSMUSG00000031099 93761 Smarca1 −2.637003844 0.000942971 SWI/SNF related, matrix associated, actin dependent regulator of chromatin, subfamily a, member 1 ENSMUSG00000086509 100313531 Nkx2-2os −2.639498064 0.021241849 NK2 homeobox 2, opposite strand ENSMUSG00000072915 108167848 LOC108167848 −2.644990972 0.005556103 zinc finger protein 717-like ENSMUSG00000079592 235312 C1qtnf5 −2.64663047 0.005117586 C1q and tumor necrosis factor related protein 5 ENSMUSG00000058542 −2.647076853 0.01921403 ENSMUSG00000032076 54725 Cadm1 −2.667633841 0.00016808 cell adhesion molecule 1 ENSMUSG00000038195 280408 Rilp −2.667865746 0.018212287 Rab interacting lysosomal protein ENSMUSG00000032579 69536 Hemk1 −2.67912088 0.020080098 HemK methyltransferase family member 1 ENSMUSG00000030474 83382 Siglece −2.681578135 0.002012682 sialic acid binding Ig-like lectin E ENSMUSG00000027630 81004 Tbl1xr1 −2.685982993 1.68E−06 transducin (beta)-like 1X-linked receptor 1 ENSMUSG00000048351 69893 Coa7 −2.689739983 0.01009259 cytochrome c oxidase assemblyfactor 7 ENSMUSG00000038085 70873 Cnbd2 −2.690999409 0.019148821 cyclic nucleotide binding domain containing 2 ENSMUSG00000054545 94284 Ugt1a6a −2.708165632 0.0182842 UDP glucuronosyltransferase 1 family, polypeptide A6A ENSMUSG00000051212 321019 Gpr183 −2.714711106 0.003437917 G protein-coupled receptor 183 ENSMUSG00000042515 245631 Mum1l1 −2.717386375 0.009567714 melanoma associated antigen (mutated) 1-like 1 ENSMUSG00000038607 14700 Gng10 −2.718580943 0.000476418 guanine nucleotide binding protein (G protein), gamma 10 ENSMUSG00000087294 −2.758999654 0.013281208 ENSMUSG00000020608 67241 Smc6 −2.761591713 7.70E−05 structural maintenance of chromosomes 6 ENSMUSG00000003423 68845 Pih1d1 −2.765095973 0.01009259 PIH1 domain containing 1 ENSMUSG00000045246 66733 Kcng4 −2.766500368 0.014602376 potassium voltage-gated channel, subfamily G, member 4 ENSMUSG00000061979 94254 Wbscr16 −2.771133056 0.010407269 Williams-Beuren syndrome chromosome region 16 homolog (human) ENSMUSG00000052031 380608 Tagap1 −2.771725986 0.005577885 T cell activation GTPase activating protein 1 ENSMUSG00000029061 26561 Mmp23 −2.785738205 0.002181521 matrix metallopeptidase 23 ENSMUSG00000009292 28240 Trpm2 −2.795856066 0.002169853 transient receptor potential cation channel, subfamily M, member 2 ENSMUSG00000075593 330217 Gal3st4 −2.807452663 0.00168761 galactose-3-0-sulfotransferase 4 ENSMUSG00000005501 227334 Usp40 −2.810843665 0.004047941 ubiquitin specific peptidase 40 ENSMUSG00000028459 12517 Cd72 −2.811378796 0.00063728 CD72 antigen ENSMUSG00000021918 23955 Nek4 −2.820196256 0.007021146 NIMA (never in mitosis gene a)- related expressed kinase 4 ENSMUSG00000002578 22781 Ikzf4 −2.829402069 0.006788957 IKAROS family zinc finger 4 ENSMUSG00000097060 −2.839825021 0.000116951 ENSMUSG00000020658 668212 Efr3b −2.844407433 0.000508148 EFR3 homolog B ENSMUSG00000048895 12569 Cdk5r1 −2.855497556 0.008625532 cyclin-dependent kinase 5, regulatory subunit 1 (p35) ENSMUSG00000055733 54561 Nap1l3 −2.858545341 0.007415434 nucleosome assembly protein 1-like 3 ENSMUSG00000094103 100101807 1700047l17Rik2 −2.860858666 0.000361529 RIKEN cDNA 1700047l17 gene 2 ENSMUSG00000026069 17082 ll1rl1 −2.861271676 0.004788496 interleukin 1 receptor-like 1 ENSMUSG00000033948 74464 Zswim5 −2.867975426 0.008021591 zinc finger SWIM-type containing 5 ENSMUSG00000028976 56485 Slc2a5 −2.870939499 0.000214775 solute carrier family 2 (facilitated glucose transporter), member 5 ENSMUSG00000030774 18479 Pak1 −2.872095127 0.001087944 p21 protein (Cdc42/Rac)- activated kinase 1 ENSMUSG00000004446 12122 Bid −2.874737491 0.003603191 BH3 interacting domain deathagonist ENSMUSG00000028024 13809 Enpep −2.877842193 0.000156109 glutamyl aminopeptidase ENSMUSG00000095440 668225 Fignl2 −2.8841811 0.002484667 fidgetin-like 2 ENSMUSG00000051256 67767 Jagn1 −2.888761528 0.000240115 jagunal homolog 1 ENSMUSG00000020988 217666 L2hgdh −2.913835223 0.000512883 L-2-hydroxyglutarate dehydrogenase ENSMUSG00000047497 239337 Adamts12 −2.925588715 0.003798719 a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 12 ENSMUSG00000026404 67997 Ddx59 −2.932911501 0.007443127 DEAD (Asp-Glu-Ala-Asp) box polypeptide 59 ENSMU5G00000083771 −2.946244995 0.006007451 ENSMUSG00000060512 76261 0610040J01Rik −2.954219499 0.004048799 RIKEN cDNA 0610040J01 gene ENSMUSG00000081929 −2.978870586 0.004772036 ENSMUSG00000097993 −3.032340138 5.43E−05 ENSMUSG00000033256 435684 Shf −3.038447155 0.002133136 Src homology 2 domain containing F ENSMUSG00000026941 381352 Mamdc4 −3.042103159 0.000537482 MAM domain containing 4 ENSMUSG00000034858 235493 Fam214a −3.043462814 7.10E−05 family with sequence similarity 214, member A ENSMUSG00000020829 52466 Slc46a1 −3.044100839 0.00304113 solute carrier family 46, member 1 ENSMU5G00000087347 −3.050756079 0.00359675 ENSMUSG00000022439 64099 Parvg −3.070040951 0.00039023 parvin, gamma ENSMUSG00000040749 20438 Siah1b −3.085677882 0.002353823 seven in absentia 1B ENSMUSG00000037979 215707 Ccdc92 −3.096305097 0.000383524 coiled-coil domain containing 92 ENSMUSG00000030623 −3.139601971 0.00199156 ENSMUSG00000042155 277396 Klhl23 −3.166208159 0.000590511 kelch-like 23 ENSMUSG00000073878 100041504 LOC100041504 −3.166235264 1.41E−09 C—C motif chemokine 21c ENSMUSG00000097147 −3.177055818 0.002866659 ENSMUSG00000037513 −3.212837261 6.02E−07 ENSMUSG00000020926 11488 Adam11 −3.237031168 1.03E−06 a disintegrin and metallopeptidase domain 11 ENSMUSG00000022231 20356 Sema5a −3.29158652 6.10E−05 sema domain, seven thrombospondin repeats (type 1 and type 1-like), transmembrane domain (TM) and short cytoplasmic domain, (semaphorin) 5A ENSMUSG00000037318 215243 Traf3ip3 −3.305297887 3.56E−05 TRAF3 interacting protein 3 ENSMUSG00000049092 70713 Gpr137c −3.310385524 0.001788429 G protein-coupled receptor 137C ENSMUSG00000045318 11553 Adra2c −3.314824177 0.000897945 adrenergic receptor, alpha 2c ENSMUSG00000048402 14633 Gli2 −3.354049163 0.000350675 GLI-Kruppel family member GLI2 ENSMUSG00000072770 54137 Acrbp −3.365894355 0.000157521 proacrosin binding protein ENSMUSG00000063506 239027 Arhgap22 −3.379771517 0.000361452 Rho GTPase activating protein 22 ENSMUSG00000031028 22141 Tub −3.402864154 3.02E−05 tubby candidate gene ENSMUSG00000074825 73338 Itpripl1 −3.405616 2.77E−06 inositol 1,4,5-triphosphate receptor interacting protein-like 1 ENSMUSG00000028480 384009 Glipr2 −3.420377468 0.000309232 GLI pathogenesis-related 2 ENSMUSG00000084803 641454 5830444804Rik −3.4390027 2.35E−05 RIKEN cDNA 5830444804 gene ENSMUSG00000026587 11899 Astn1 −3.481863687 3.56E−05 astrotactin 1 ENSMU5G00000084010 −3.488390758 0.000408936 ENSMUSG00000030443 213011 Zfp583 −3.507088063 0.000379733 zinc finger protein 583 ENSMUSG00000066975 12959 Cryba4 −3.519699133 0.000512883 crystallin, beta A4 ENSMUSG00000020474 54125 Polm −3.546052601 6.71E−06 polymerase (DNA directed), mu ENSMUSG00000063382 80288 Bcl9l −3.549409775 1.83E−05 B cell CLL/lymphoma 9-like ENSMUSG00000000308 12716 Ckmt1 −3.576697456 0.00039023 creatine kinase, mitochondrial 1, ubiquitous ENSMUSG00000031833 546071 Mast3 −3.618455518 8.68E−07 microtubule associated serine/ threonine kinase 3 ENSMUSG00000015968 12289 Cacna1d −3.640841741 1.47E−05 calcium channel, voltage-dependent, L type, alpha 1D subunit ENSMUSG00000056536 27392 Pign −3.655573292 8.01E−05 phosphatidylinositol glycan anchor biosynthesis, class N ENSMUSG00000056204 66522 Pgpep1 −3.697337976 7.70E−05 pyroglutamyl-peptidase I ENSMUSG00000039774 230145 Galnt12 −3.711018497 0.000165104 UDP-N-acetyl-alpha-D-galactosamine: polypeptide N-acetylgalactosaminyl- transferase 12 ENSMUSG00000073295 58242 Nudt11 −3.783407416 0.000169818 nudix (nucleoside diphosphate linked moiety X)-type motif 11 ENSMUSG00000050578 17386 Mmp13 −3.814852404 6.39E−05 matrix metallopeptidase 13 ENSMUSG00000029720 231798 Lrch4 −3.842799351 0.000123972 leucine-rich repeats and calponin homology (CH) domain containing 4 ENSMUSG00000035934 208076 Pknox2 −3.901952662 3.37E−06 Pbx/knotted 1 homeobox 2 ENSMUSG00000024013 26382 Fgd2 −3.946028448 1.08E−09 FYVE, RhoGEF and PH domain containing 2 ENSMUSG00000081564 −4.130939636 1.74E−05 ENSMUSG00000075511 −4.267141434 4.64E−06 ENSMUSG00000020573 30955 Pik3cg −4.272313986 1.14E−14 phosphoinositide-3-kinase, catalytic, gamma polypeptide ENSMUSG00000097272 −4.421180244 4.43E−09 

What is claimed is:
 1. A method of determining whether a subject is afflicted with a neurological disease or at risk for developing a neurological disease, the method comprising: a) obtaining a biological sample from the subject; b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control; wherein a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject is afflicted with a neurological disease or is at risk for developing a neurological disease.
 2. A method of determining whether a subject is afflicted with a neurological disease or at risk for developing a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage, the method comprising; a) obtaining a biological sample from the subject; b) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in the subject sample; and c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps b) to the copy number, level of expression, or level of activity of the one or more targets in a control; wherein a significant increase and/or decrease in the copy number, level of expression, or level of activity of the one or more targets in the subject sample relative to the control copy number, level of expression, or level of activity of the one or more targets indicates that the subject afflicted with a neurological disease or at risk for developing a neurological disease resulting from or characterized by an aberrant decrease in meningeal lymphatic drainage.
 3. A method for monitoring the progression of a neurological disease in a subject, the method comprising: a) detecting in a subject sample at a first point in time the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7; b) repeating step a) at a subsequent point in time; and c) comparing the copy number, level of expression, or level of activity of said one or more targets detected in steps a) and b) to monitor the progression of the neurological disease.
 4. A method of determining the efficacy of a test compound for treating a neurological disease in a subject, the method comprising: a) determining the copy number, level of expression, or level of activity of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, in a first sample obtained from the subject and exposed to the test compound; b) determining the copy number, level of expression, or level of activity of the one or more targets in a second sample obtained from the subject, wherein the second sample is not exposed to the test compound, and c) comparing the copy number, level of expression, or level of activity of the one or more targets in the first and second samples, wherein a significantly modulated copy number, level of expression, or level of activity of the target, relative to the second sample, is an indication that the test compound is efficacious for treating the neurological disease in the subject.
 5. A method for identifying a compound which treats a neurological disease, the method comprising: a) contacting a cell with a test compound; and b) determining the effect of the test compound on the copy number, level of expression, or level of activity of the one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 in the cell to thereby identify a compound which treats a neurological disease.
 6. A method for treating a subject afflicted with a neurological disease, the method comprising administering to said subject an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.
 7. A method of increasing flow of fluid in the central nervous system of a subject, the method comprising: determining the subject to be in need of increased fluid flow in the central nervous system; and administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing fluid flow in the central nervous system of the subject.
 8. A method of reducing the accumulation of, or reducing a quantity of, accumulated amyloid-beta plaques in a subject having a neurodegenerative disease or a risk factor therefor, the method comprising: determining the subject to have the neurodegenerative disease or the risk factor; and administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby reducing the quantity of accumulated amyloid-beta plaques in the subject.
 9. A method of increasing clearance of molecules from a central nervous system (CNS) of a subject, comprising administering to a meningeal space of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, thereby increasing clearance of molecules from the CNS of the subject.
 10. A method for treating a subject afflicted with a neurological disease, the method comprising administering to the hippocampus of the subject in need an effective amount of an agent that: i) decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, and/or ii) increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, such that the neurological disease is treated.
 11. The method of any of the preceding claims, wherein the copy number, level of expression, or level of activity of said one or more targets comprises the copy number, level of expression, or level of activity of said one or more targets in the hippocampus.
 12. The method of any of the preceding claims, wherein the copy number, level of expression, or level of activity of said one or more targets comprises the copy number, level of expression, or level of activity of said one or more targets in lymphatic endothelial cells (LECs).
 13. The method of any of the preceding claims, wherein the one or more targets are downregulated in Table
 2. 14. The method of any of the preceding claims, wherein the one or more targets are downregulated in Table
 4. 15. The method of any of the preceding claims, wherein the one or more targets are upregulated in Table
 2. 16. The method of any of the preceding claims, wherein the one or more targets are upregulated in Table
 4. 17. The method of any of the preceding claims, wherein the one or more targets are downregulated at least 1.5-fold.
 18. The method of any of the preceding claims, wherein the one or more targets are downregulated at least 2-fold.
 19. The method of any of the preceding claims, wherein the one or more targets are downregulated at least 4-fold.
 20. The method of any of the preceding claims, wherein the one or more targets are upregulated at least 1.5-fold.
 21. The method of any of the preceding claims, wherein the one or more targets are upregulated at least 2-fold.
 22. The method of any of the preceding claims, wherein the one or more targets are upregulated at least 4-fold.
 23. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Met, Sorbs2, Nlgn1, ND2, Adam10, Bmpr2, Fmr1, Ptk2b, Nrgn, Adora1, Cnih2, Camk2b, Homer3, Erc2, Arrb2, Rab8a, Bcr, Dvl, Rgs14, Palm, Neurl1a, Atp1a1, Grin1, Cdk5, Dmtn, Actb, Prkcg, Arhgef2, Arfgap1, Shank3, Cryab, Dgki, Syndig1, Slc17a7, Dlg4, Nsmf, Clstn3, Src, Kcnab2, and Itpr1.
 24. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: ND1, ND4L, Ndufb4, Ndufab1, Ndufc1, Ndufc2, Ndufb6, Ndufa13, Ndufa8, Ndufs5, Ndufs8, Ndufv1, Ndufa3, Ndufa11, Ndufs6, Ndufv3, Park7, Ndufa2, Ndufb8, Ndufb10, Ndufb11, Ndufa9, Ndufs2, Ndufb9, Ndufs3,and Ndufb3.
 25. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: ND1, CYTB, ND2, ND4, ND5, Oprk1, Pmpcb, Nfatc3, Akt2, Uqcr10, Uqcrh, Bloc1s1, Cox8a, Pygb, Sirt3, Ogdhl, Prelid1, Slc25a25, Hk1, Prkaca, Park7, Pfkm, Aco2, Eif6, Ndutfb8, Mdh2, Gsk3a, Uqcrc1, Akt1, Mt3, Aldoa, Pkm, Tpi1, Idh3g, Gpi1, Ndufv1, Gpd1, Gapdh, Cox4i1, and Pfkl
 26. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Nr4a3, Cpeb2, Oxr1, Sirt1, Ncoa7, Bcl2, Stk26, Hif1 a, Cd36, Met, Prkcd, Etv5, Kdm6b, Prdx2, Nup93, Sod1, Apex1, Prdx5, Sirt2, Trp53, Ppif, Scly, Gpx1, G6pdx, Stat6, Parp1, Trap1, Sesn2, Mapt, Hsf1, Tldc1, Kcnc2, Src, Rps3, Mt3, Txn2, Stk25, Lonp1, Park7, and Psap.
 27. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: App, Reln, Calb1, Nog, Pafahib1, Ap1 s2, Oprk1, Cnr1, Neto1, Grin2b, Egfr, Ptprz1, Kras, Petn, Slc17a7, Apbb1, Atp1a3, Slc8a2, Ppp1 r1b, Dcdc2a, Dgki, Asic1, Comt, Rin1, Serpinf1, Pde1b, Cdk5, Btbd9, Jph3, Grin1, Cntn2, Ephb2, Ncam1, Crtc1, Thra, Rgs14, Ehmt2, B4galt2, Shank3, and Shc3.
 28. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Ngf, Ror1, Myoc, Errfi1, Ctnnb1, Arid5b, Fgf1, Dll1, Pik3r2, Fstl4, Ndrg4, Adra2c, Adamts12, Ntrk2, Lrig2, Epha7, Tsc1, Col1a1, Rbm4, Pag1, Prkcd, Btk, Cdk5r1, Csf1 r, Syk, Adamts3, Fam20c, Ofd1, and Fgfr3.
 29. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: IFNB1, CD40, IFNG, LYN, IMPDH2, NUP88, ADA, IRF2, ZNF114, TCF7L2, DYRK2, TACC3, GPR87, ALDH3B1, ARCPC1B, RELB, TMEM154, SPDEF, SMAD7, and MTFR1.
 30. The method of any of the preceding claims, wherein the one or more targets are listed in Table 2, and further wherein the one or more targets are associated with one or more of the categories listed in Table
 3. 31. The method of any of the preceding claims, wherein the one or more targets are listed in Table 4, and further wherein the one or more targets are associated with one or more of the categories listed in Table
 5. 32. The method of any of the preceding claims, wherein the one or more targets comprises two or more targets.
 33. The method of any of the preceding claims, wherein the one or more targets comprises four or more targets.
 34. The method of any of the preceding claims, wherein the one or more targets comprises six or more targets.
 35. The method of any of the preceding claims, wherein the control is an unaffected subject or member of the same species to which the subject belongs.
 36. The method of any of the preceding claims, wherein the sample consists of or comprises fluid cerebral spinal fluid (CSF), interstitial fluid (ISF), or both, obtained from the subject.
 37. The method of any of the preceding claims, wherein the copy number is assessed by microarray, quantitative PCR (qPCR), high-throughput sequencing, comparative genomic hybridization (CGH), or fluorescent in situ hybridization (FISH).
 38. The method of any of the preceding claims, wherein the expression level of the one or more targets is assessed by detecting the presence in the samples of a polynucleotide molecule encoding the target or a portion of said polynucleotide molecule.
 39. The method of any of the preceding claims, wherein the polynucleotide molecule is a mRNA, cDNA, or functional variants or fragments thereof and, optionally, wherein the step of detecting further comprises amplifying the polynucleotide molecule.
 40. The method of any of the preceding claims, wherein the expression level of the one or more targets is assessed by annealing a nucleic acid probe with the sample of the polynucleotide encoding the one or more targets or a portion of said polynucleotide molecule under stringent hybridization conditions.
 41. The method of any of the preceding claims, wherein the expression level of the target is assessed by detecting the presence in the samples of a protein of the target, a polypeptide, or protein fragment thereof comprising said protein.
 42. The method of any of the preceding claims, wherein the presence of said protein, polypeptide or protein fragment thereof is detected using a reagent which specifically binds with said protein, polypeptide or protein fragment thereof.
 43. The method of any of the preceding claims, wherein the reagent is selected from the group consisting of an antibody, an antibody derivative, and an antibody fragment.
 44. The method of any of the preceding claims, wherein the activity level of the target is assessed by determining the magnitude of modulation of the activity or expression level of downstream targets of the one or more targets.
 45. The method of any of the preceding claims, wherein an at least twenty percent increase or an at least twenty percent decrease between the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a first point in time relative to the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a subsequent point in time indicates progression of the neurological disease; or wherein less than a twenty percent increase or less than a twenty percent decrease between the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a first point in time relative to the copy number, level of expression, or level of activity of the one or more targets in the subject sample at a subsequent point in time indicates a lack of significant progression of the neurological disease.
 46. The method of any of the preceding claims, wherein between the first point in time and the subsequent point in time, the subject has undergone treatment to modulate one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 47. The method of any of the preceding claims, further comprising treating the subject with one or more modulators of one or more targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 48. The method of any of the preceding claims, wherein the agent is a nucleic acid encoding one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 49. The method of any of the preceding claims, wherein the agent is an antibody against one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 50. The method of any of the preceding claims, wherein the agent is a small molecule inhibitor of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 51. The method of any of the preceding claims, wherein the agent is a small molecule activator of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 52. The method of any of the preceding claims, wherein the agent is an inhibitor of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table 7 selected from the group consisting of a small molecule, antisense nucleic acid, interfering RNA, shRNA, siRNA, aptamer, ribozyme, and dominant-negative protein binding partner.
 53. The method of any of the preceding claims, wherein the diameter of the meningeal lymphatic vessel is increased by at least 20%.
 54. The method of any of the preceding claims, wherein the central nervous system of the subject comprises amyloid-beta plaques, and wherein increasing the fluid flow reduces the quantity of amyloid-beta plaques.
 55. The method of any of the preceding claims, wherein increasing the meningeal lymphatic drainage reduces the quantity of accumulated amyloid-beta plaques by at least 5%.
 56. The method of any of the preceding claims, wherein at least some of the accumulated amyloid-beta plaques are in the meninges of the subject's brain.
 57. The method of any of the preceding claims, wherein the subject has the risk factor for the neurodegenerative disease.
 58. The method of any of the preceding claims, further comprising determining the subject to have the risk factor for the neurodegenerative disease.
 59. The method of any of the preceding claims, wherein the risk factor comprises a risk factor for Alzheimer's disease selected from the group consisting of: diploidy for apolipoprotein-E-epsilon-4 (apo-E-epsilon-4), a variant in apo-J, a variant in phosphatidylinositol-binding clathrin assembly protein (PICALM), a variant in complement receptor 1 (CR3), a variant in CD33 (Siglee-3), or a variant in triggering receptor expressed on myeloid cells 2 (TREM2), age, familial AD, a symptom of dementia, or a combination of any of the listed risk factors.
 60. The method of any of the preceding claims, wherein the agent is administered selectively to the meningeal space of the subject.
 61. The method of any of the preceding claims, wherein the agent is administered to the subject by a route selected from the group consisting of: intrathecal administration, nasal administration, transcranial administration, contact cerebral spinal fluid (CSF) of the subject, pumping into CSF of the subject, implantation into the skull or brain, contacting a thinned skull or skull portion of the subject with the agent, expression in the subject of a nucleic acid encoding one or more of the targets listed in Table 2 and/or Table 4 and/or Table 6 and/or Table 7, or a combination of any of the listed routes.
 62. The method of any of the preceding claims, wherein the effective amount of the agent is administered to the subject after determining the subject to have the risk factor for the neurodegenerative disease.
 63. The method of any of the preceding claims, wherein the effective amount of the agent is administered to the subject after determining whether a subject is afflicted with a neurological disease or at risk for developing a neurological disease according to any one of claims 1-3.
 64. The method of any of the preceding claims, wherein the effective amount of the agent is administered to the subject after determining the subject to have the neurodegenerative disease.
 65. The method of any of the preceding claims, wherein the neurological disease is a neurodegenerative disease.
 66. The method of any of the preceding claims, wherein the neurodegenerative disease is selected from the group consisting of: Alzheimer's disease (AD), dementia, age-related dementia, Parkinson's disease, cerebral edema, amyotrophic lateral sclerosis (ALS), Pediatric Autoimmune Neuropsychiatric Disorders Associated with Streptococcal Infections (PANDAS), meningitis, hemorrhagic stroke, autism spectrum disorder (ASD), brain tumor, and epilepsy.
 67. The method of any of the preceding claims, wherein the administration of the agent counteracts an effect of a decrease in fluid flow in the central nervous system.
 68. The method of any of the preceding claims, wherein the administration of the agent increases fluid flow in the central nervous system.
 69. The method of any of the preceding claims, whereby the amount of agent increases the diameter of a meningeal lymphatic vessel of the subject,
 70. The method of any one of claims 1-6 or 10-65, wherein the neurological disease is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, hereditary cerebral hemorrhage with amyloidosis-Dutch type (HCHWA-D), Familial Danish/British dementia, dementia with Lewy bodies (DLB), Lewy body (LB) variant of AD, multiple system atrophy (MSA), familial encephalopathy with neuroserpin inclusion bodies (FENIB), frontotemporal dementia (FTD), Huntington's disease (HD), Kennedy disease/spinobulbar muscular atrophy (SBMA), dentatorubropallidoluysian atrophy (DRPLA); spinocerebellar ataxia (SCA) type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, Creutzfeldt-Jakob disease (CJD) (such as familial CJD), Kuru, Gerstmann-Straussler-Scheinker syndrome (GSS), fatal familial insomnia (FFI), corticobasal degeneration (CBD), progressive supranuclear palsy (PSP), cerebral amyloid angiopathy (CAA), multiple sclerosis (MS), AIDS-related dementia complex, or a combination of two or more of any of the listed items.
 71. The method of any one claims 1-6 or 10-65, wherein the neurological disease is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, epilepsy, Down's syndrome, hereditary cerebral hemorrhage with amyloidosis-Dutch type (HCHWA-D), Familial Danish/British dementia, dementia with Lewy bodies (DLB), Lewy body (LB) variant of AD, multiple system atrophy (MSA), familial encephalopathy with neuroserpin inclusion bodies (FENIB), frontotemporal dementia (FTD), Huntington's disease (HD), Kennedy disease/spinobulbar muscular atrophy (SBMA), dentatorubropallidoluysian atrophy (DRPLA); spinocerebellar ataxia (SCA) type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, Creutzfeldt-Jakob disease (CJD) (such as familial CJD), Kuru, Gerstmann-Straussler-Scheinker syndrome (GSS), fatal familial insomnia (FFI), corticobasal degeneration (CBD), progressive supranuclear palsy (PSP), cerebral amyloid angiopathy (CAA), or a combination of two or more of any of the listed items
 72. The method of any one claims 1-6 or 10-65, wherein the neurological disease comprises, consists essentially of, or consists of a proteinopathy.
 73. The method of claim 72, wherein the proteinopathy is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items.
 74. The method of any one claim 8 or 11-65, wherein the neurodegenerative disease is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, brain tumor (such as glioblastoma), epilepsy, Down's syndrome, hereditary cerebral hemorrhage with amyloidosis-Dutch type (HCHWA-D), Familial Danish/British dementia, dementia with Lewy bodies (DLB), Lewy body (LB) variant of AD, multiple system atrophy (MSA), familial encephalopathy with neuroserpin inclusion bodies (FENIB), frontotemporal dementia (FTD), Huntington's disease (HD), Kennedy disease/spinobulbar muscular atrophy (SBMA), dentatorubropallidoluysian atrophy (DRPLA); spinocerebellar ataxia (SCA) type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, Creutzfeldt-Jakob disease (CJD) (such as familial CJD), Kuru, Gerstmann-Straussler-Scheinker syndrome (GSS), fatal familial insomnia (FFI), corticobasal degeneration (CBD), progressive supranuclear palsy (PSP), cerebral amyloid angiopathy (CAA), multiple sclerosis (MS), AIDS-related dementia complex, or a combination of two or more of any of the listed items.
 75. The method of any one of claim 8 or 11-65, wherein the neurodegenerative disease is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), PD, cerebral edema, ALS, PANDAS, meningitis, hemorrhagic stroke, ASD, epilepsy, Down's syndrome, hereditary cerebral hemorrhage with amyloidosis-Dutch type (HCHWA-D), Familial Danish/British dementia, dementia with Lewy bodies (DLB), Lewy body (LB) variant of AD, multiple system atrophy (MSA), familial encephalopathy with neuroserpin inclusion bodies (FENIB), frontotemporal dementia (FTD), Huntington's disease (HD), Kennedy disease/spinobulbar muscular atrophy (SBMA), dentatorubropallidoluysian atrophy (DRPLA); spinocerebellar ataxia (SCA) type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, Creutzfeldt-Jakob disease (CJD) (such as familial CJD), Kuru, Gerstmann-Straussler-Scheinker syndrome (GSS), fatal familial insomnia (FFI), corticobasal degeneration (CBD), progressive supranuclear palsy (PSP), cerebral amyloid angiopathy (CAA), or a combination of two or more of any of the listed items.
 76. The method of any one of claim 8 or 11-65, wherein the neurodegenerative disease comprises, consists essentially of, or consists of a proteinopathy.
 77. The method of any one of claim 8 or 11-65, wherein the neurodegenerative disease comprises, consists essentially of, or consists of prion disease. In some embodiments, the neurodegenerative disease comprises, consists essentially of, or consists of a non-human prion disease such as scrapie, chronic wasting disease, or BSE.
 78. The method of claim 77, wherein the proteinopathy is selected from the group consisting of: AD (such as familial AD and/or sporadic AD), Down's syndrome, HCHWA-D, Familial Danish/British dementia, PD, DLB, LB variant of AD, MSA, FENIB, ALS, FTD, HD, Kennedy disease/SBMA, DRPLA; SCA type I, SCA2, SCA3 (Machado-Joseph disease), SCA6, SCA7, SCA17, CJD (such as familial CJD), Kuru, GSS, FFI, CBD, PSP, CAA, or a combination of two or more of any of the listed items.
 79. The method of any of the preceding claims, wherein the one or more targets are downregulated in Table
 6. 80. The method of any of the preceding claims, wherein the one or more targets are downregulated in Table
 7. 81. The method of any of the preceding claims, wherein the one or more targets are upregulated in Table
 6. 82. The method of any of the preceding claims, wherein the one or more targets are upregulated in Table
 7. 83. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Serinc3, Hexb, Lgmn, Rtp4, Lpl, HS-Q7, Axl, Ctdnep1, Fabp5, Nampt, Tfdp1, Hspb11, Tyrobp, Tpt1, Fth1, Eef1 a1, Lgals3 bp, Ifitm3, Atp5h, Fau, Ftl1, H2-K1, Tmsb4x, and/or Uba52.
 84. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Lgmn, Hexb, Hexa, Rnaset2b, Cd63, Grn, Lamp1, Fuca1, Hck, Gusb, Ctsl, Cd68, Ctsb, Ctsd, Ctsz, Milr1, Aga, Rnf19b, Cat, Plbd2, Laptm4a, Tmbim1, Atraid, Shkbp1, Atp13a2, Ggh, Rptor, Ctsf, LMbrd1, Pla2g15, Scarb2, Ctsa, Hsp90ab1, Lamp2, Unc93b1, Hspa8, Asah1, Ctsc, Itm2c, and/or Fuca2.
 85. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Serinc3, Lgmn, and/or Hexb.
 86. The method of any of the preceding claims, wherein the one or more targets comprises one or more of the following: Rtp4, Lpl, HS-Q7, Axl, Ctdnep1, Fabp5, Nampt, Tfdp1, Hspb11, Tyrobp, Tpt1, Fth1, Eef1a1, Lgals3 bp, Ifitm3, Atp5h, Fau, Ftl1, H2-K1, Tmsb4x, and/or Uba52.
 87. A composition comprising a compound identified by a method of any of the preceding claims which treats a neurological disease.
 88. The method of any of the preceding claims, wherein the fluid comprises, lymphatic fluid, cerebral spinal fluid (CSF), and/or interstitial fluid (ISF).
 89. A composition comprising an agent that decreases the copy number, level of expression, or level of activity of one or more targets upregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 90. A composition comprising an agent that increases the copy number, level of expression, or level of activity of one or more targets downregulated in Table 2 and/or Table 4 and/or Table 6 and/or Table
 7. 91. A pharmaceutical composition comprising the compound or agent of any one of the preceding claims. 